{"id":3699,"date":"2026-10-14T18:40:06","date_gmt":"2026-10-14T16:40:06","guid":{"rendered":"https:\/\/lafagianata.it\/en\/fagiano\/"},"modified":"2026-10-14T18:40:06","modified_gmt":"2026-10-14T16:40:06","slug":"fagiano","status":"publish","type":"page","link":"https:\/\/lafagianata.it\/en\/fagiano\/","title":{"rendered":"The fagIAno"},"content":{"rendered":"<div class=\"fagiano-pagina alignfull wp-block-fagianata-fagiano\">\n\t<header class=\"fagiano-pagina__testa\">\n\t\t<div class=\"fagiano-pagina__dentro\">\n\t\t\t\t\t\t<div class=\"fagiano-pagina__apertura\">\n\t\t\t\t<div class=\"fagiano-pagina__nome\">\n\t\t\t\t\t<h1 class=\"fagiano-pagina__titolo\">The fag<span class=\"ia\">IA<\/span>no<\/h1>\n\t\t\t\t\t<p class=\"fagiano-pagina__sommario\">Before every race that matters it says who can win and how likely it is. At the start the probabilities are frozen; after the finish comes the receipt, even when we got it wrong.<\/p>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"fagiano-pagina__prova\">\n\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"fagiano-pagina__sopra\">Against the experts \u00b7 the 2026 test<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"fagiano-pagina__vanto\">Better than the experts in 30 races out of 41.<\/p>\n\t\t\t\t\t\t<p class=\"fagiano-pagina__differenza\">\n\t\t\t\t\t\t\tThe test is run on races the model had not seen, against the newspaper predictions published before the start. The record below is something else: the forecasts frozen and published before the start, from Il Lombardia 2026 onwards, each with its receipt.\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<a class=\"fagiano-pagina__misura\" href=\"#metodo\">How it is measured: in the method <span aria-hidden=\"true\">\u2193<\/span><\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t<nav class=\"fagiano-pagina__indice\" aria-label=\"On this page\">\n\t\t\t\t<ul>\n\t\t\t\t\t\t\t\t\t\t\t<li><a href=\"#registro\">The record<\/a><\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li><a href=\"#calibrazione\">Calibration<\/a><\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li><a href=\"#versioni\">The versions<\/a><\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li><a href=\"#metodo\">Our method<\/a><\/li>\n\t\t\t\t\t\t\t\t\t\t\t<li><a href=\"#agenti\">Behind the scenes<\/a><\/li>\n\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t<button type=\"button\" class=\"fagiano-pagina__chiedi\" data-chiedi><span>Ask the fag<span class=\"ia\">IA<\/span>no<\/span> <span aria-hidden=\"true\">\u2192<\/span><\/button>\n\t\t\t<\/nav>\n\t\t<\/div>\n\t<\/header>\n\n\t<div class=\"fagiano-pagina__corpo\">\n\t\t<section class=\"fagiano-pagina__sezione\" id=\"registro\" aria-labelledby=\"fagiano-registro\">\n\t\t\t<div class=\"fagiano-pagina__capo\">\n\t\t\t\t<h2 id=\"fagiano-registro\">The record<\/h2>\n\t\t\t\t<p>Every race with the probabilities frozen at the start and its receipt, even when it went wrong.<\/p>\n\t\t\t<\/div>\n\t\t\t<section class=\"registro-fagiano wp-block-fagianata-registro-fagiano\">\n\t\t\t<div class=\"registro-fagiano__testa\">\n\t\t\t\t\t\t\t<dl class=\"registro-fagiano__punteggio\">\n\t\t\t\t<div>\n\t\t\t\t\t<dd>6<\/dd>\n\t\t\t\t\t<dt>races and stages with a receipt<\/dt>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div>\n\t\t\t\t\t\t\t\t\t\t\t\t<dd>5 out of 5<\/dd>\n\t\t\t\t\t\t<dt>\n\t\t\t\t\t\t\traces and stages with the experts\u2019 prediction: the fagIAno gave the winner more than they did\t\t\t\t\t\t<\/dt>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div>\n\t\t\t\t\t\t<dd>3.10<\/dd>\n\t\t\t\t\t\t<dt>\n\t\t\t\t\t\t\tfagIAno\u2019s mean log loss on the 5 races and stages with a newspaper prediction; the experts\u2019 5.51\t\t\t\t\t\t<\/dt>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/dl>\n\t\t\t\t<\/div>\n\n\t\t\t\t\t<h2 class=\"screen-reader-text\">The receipts<\/h2>\n\t\t\t<ol class=\"registro-fagiano__parete\">\n\t\t\t\t\t\t\t\t\t<li class=\"scontrino-mini scontrino-mini--scontrino\">\n\t\t\t\t\t\t<a class=\"scontrino-mini__carta\" href=\"https:\/\/lafagianata.it\/en\/races\/il-lombardia-2026\/#scontrino\">\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__testa\">No. 001 \u00b7 frozen 10\/09 22:53<\/span>\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__corsa\">Il Lombardia 2026<\/span>\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__quando\">10 October \u00b7 Bergamo \u2192 Como<\/span>\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__righe\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>Seixas wins, 3rd on our list<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"is-forte\">To the winner 11.3%<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>Log loss 2.15 \u00b7 Experts 3.15<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__impronta\"><span class=\"screen-reader-text\">SHA-256 fingerprint <\/span>290e1c088cf424d1b91d29828fedefbec3888864283ffcdc72f2aac9f94cb5c9<\/span>\n\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"scontrino-mini__immagine\" href=\"https:\/\/lafagianata.it\/en\/wp-content\/uploads\/sites\/2\/fagianata\/scontrini\/il-lombardia-2026-en-verticale-290e1c088cf4-f7790b.png\" download=\"scontrino-il-lombardia-2026.png\" aria-label=\"The receipt image to share: Il Lombardia 2026\">Image <span aria-hidden=\"true\">\u2193<\/span><\/a>\n\t\t\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<li class=\"scontrino-mini scontrino-mini--scontrino\">\n\t\t\t\t\t\t<a class=\"scontrino-mini__carta\" href=\"https:\/\/lafagianata.it\/en\/races\/tour-of-guangxi-2026\/\">\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__testa\">Frozen 10\/12 15:14<\/span>\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__corsa\">Tour of Guangxi, stage 1<\/span>\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__quando\">13 October \u00b7 Chongzuo<\/span>\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__righe\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>Magnier wins, 2nd on our list<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"is-forte\">To the winner 21%<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>Log loss 1.50<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__impronta\"><span class=\"screen-reader-text\">SHA-256 fingerprint <\/span>80e4ca3ab75675d3717a3660310024962dbae57150b308875d3761aae1a4c663<\/span>\n\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<li class=\"scontrino-mini scontrino-mini--scontrino\">\n\t\t\t\t\t\t<a class=\"scontrino-mini__carta\" href=\"https:\/\/lafagianata.it\/en\/races\/tour-of-guangxi-2026\/\">\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__testa\">Frozen 10\/13 21:33<\/span>\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__corsa\">Tour of Guangxi, stage 2<\/span>\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__quando\">14 October \u00b7 Chongzuo \u2192 Jingxi<\/span>\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__righe\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>Biesterbos wins, 15th on our list<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"is-forte\">To the winner 0.7%<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>Log loss 4.91 \u00b7 Experts 6.05<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__impronta\"><span class=\"screen-reader-text\">SHA-256 fingerprint <\/span>49174f48bd347c8c26481bde5dadfdd0d347c69b79bbf6880bf25027c33603e1<\/span>\n\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<li class=\"scontrino-mini scontrino-mini--scontrino\">\n\t\t\t\t\t\t<a class=\"scontrino-mini__carta\" href=\"https:\/\/lafagianata.it\/en\/races\/tour-of-guangxi-2026\/\">\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__testa\">Frozen 10\/14 21:33<\/span>\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__corsa\">Tour of Guangxi, stage 3<\/span>\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__quando\">15 October \u00b7 Jingxi \u2192 Bama<\/span>\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__righe\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>Fretin wins, 8th on our list<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"is-forte\">To the winner 1.8%<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>Log loss 4.04 \u00b7 Experts 6.13<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__impronta\"><span class=\"screen-reader-text\">SHA-256 fingerprint <\/span>1e8858032e5d1b87c04c56c02189e51af1fc7f215bac86514601a790fcfcae19<\/span>\n\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<li class=\"scontrino-mini scontrino-mini--scontrino\">\n\t\t\t\t\t\t<a class=\"scontrino-mini__carta\" href=\"https:\/\/lafagianata.it\/en\/races\/tour-of-guangxi-2026\/\">\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__testa\">Frozen 10\/15 21:38<\/span>\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__corsa\">Tour of Guangxi, stage 4<\/span>\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__quando\">16 October \u00b7 Bama \u2192 Tian\u2019e<\/span>\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__righe\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>Magnier wins, 2nd on our list<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"is-forte\">To the winner 23%<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>Log loss 1.17 \u00b7 Experts 6.11<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__impronta\"><span class=\"screen-reader-text\">SHA-256 fingerprint <\/span>398258e5b23228ec37689c133b0a8896ad4fc3b1a8c7eba484e9281e6e795f83<\/span>\n\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<li class=\"scontrino-mini scontrino-mini--scontrino\">\n\t\t\t\t\t\t<a class=\"scontrino-mini__carta\" href=\"https:\/\/lafagianata.it\/en\/races\/tour-of-guangxi-2026\/\">\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__testa\">Frozen 10\/16 21:38<\/span>\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__corsa\">Tour of Guangxi, stage 5<\/span>\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__quando\">17 October \u00b7 Jinchengjiang \u2192 Yizhou<\/span>\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__righe\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>Fretin wins, 5th on our list<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"is-forte\">To the winner 3.9%<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>Log loss 3.24 \u00b7 Experts 6.10<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__impronta\"><span class=\"screen-reader-text\">SHA-256 fingerprint <\/span>95d9e79835728401dfa7cdb546ffbdf03c8646cca58986d306d1a42a0fa1c674<\/span>\n\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<li class=\"scontrino-mini scontrino-mini--attesa\">\n\t\t\t\t\t\t<a class=\"scontrino-mini__carta\" href=\"https:\/\/lafagianata.it\/en\/races\/veneto-classic-2026\/#fagiano\">\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__testa\">Frozen 10\/17 22:30<\/span>\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__corsa\">Veneto Classic<\/span>\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__quando\">18 October \u00b7 Cittadella \u2192 Bassano del Grappa<\/span>\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__righe\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>The receipt comes with the official result<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<span class=\"scontrino-mini__impronta\"><span class=\"screen-reader-text\">SHA-256 fingerprint <\/span>b299a0213aec3fd9f5cea0dbea5296a5b1063bac538570f47de2a31fc43bee56<\/span>\n\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t<\/ol>\n\t\t\n\t\t\n\t\t<details class=\"registro-fagiano__tutte\">\n\t\t<summary>Every race, as a table<\/summary>\n\t\t\t\t<div class=\"registro-fagiano__scorri\">\n\t\t\t<table class=\"registro-fagiano__tabella\">\n\t\t\t\t<thead>\n\t\t\t\t\t<tr>\n\t\t\t\t\t\t<th scope=\"col\">Race<\/th>\n\t\t\t\t\t\t<th scope=\"col\">Winner<\/th>\n\t\t\t\t\t\t<th scope=\"col\">We had given them<\/th>\n\t\t\t\t\t\t<th scope=\"col\"><abbr title=\"Our top ten in the top ten\">Top ten<\/abbr><\/th>\n\t\t\t\t\t\t<th scope=\"col\">Log loss <span class=\"registro-fagiano__chi\">fagIAno \u00b7 experts \u00b7 UCI \u00b7 form<\/span><\/th>\n\t\t\t\t\t<\/tr>\n\t\t\t\t<\/thead>\n\t\t\t\t<tbody>\n\t\t\t\t\t\t\t\t\t\t\t<tr>\n\t\t\t\t\t\t\t<th scope=\"row\">\n\t\t\t\t\t\t\t\t<a href=\"https:\/\/lafagianata.it\/en\/races\/veneto-classic-2026\/#fagiano\">Veneto Classic<\/a>\n\t\t\t\t\t\t\t\t<span class=\"registro-fagiano__data\">18 October 2026<\/span>\n\t\t\t\t\t\t\t<\/th>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<td colspan=\"4\" class=\"registro-fagiano__attesa\">Frozen on 17 October at 22:30: the receipt comes with the official result.<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n\t\t\t\t\t\t\t\t\t\t\t<tr>\n\t\t\t\t\t\t\t<th scope=\"row\">\n\t\t\t\t\t\t\t\t<a href=\"https:\/\/lafagianata.it\/en\/races\/tour-of-guangxi-2026\/\">Tour of Guangxi, stage 5<\/a>\n\t\t\t\t\t\t\t\t<span class=\"registro-fagiano__data\">17 October 2026<\/span>\n\t\t\t\t\t\t\t<\/th>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"registro-fagiano__vincitore\" data-etichetta=\"Winner\">Milan Fretin<\/td>\n\t\t\t\t\t\t\t\t<td class=\"registro-fagiano__cifre\" data-etichetta=\"We had given them\">\n\t\t\t\t\t\t\t\t\t3.9% <span class=\"registro-fagiano__posto\">#5 on our list<\/span>\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t<td class=\"registro-fagiano__cifre\" data-etichetta=\"Top ten\">\n\t\t\t\t\t\t\t\t\t\u2014\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t<td class=\"registro-fagiano__cifre\" data-etichetta=\"Log loss: fagIAno \u00b7 experts \u00b7 UCI \u00b7 form\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<strong class=\"is-meglio\">3.24<\/strong>\n\t\t\t\t\t\t\t\t\t\u00b7 6.10\t\t\t\t\t\t\t\t\t\u00b7 \u2014\t\t\t\t\t\t\t\t\t\u00b7 \u2014\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n\t\t\t\t\t\t\t\t\t\t\t<tr>\n\t\t\t\t\t\t\t<th scope=\"row\">\n\t\t\t\t\t\t\t\t<a href=\"https:\/\/lafagianata.it\/en\/races\/tour-of-guangxi-2026\/\">Tour of Guangxi, stage 4<\/a>\n\t\t\t\t\t\t\t\t<span class=\"registro-fagiano__data\">16 October 2026<\/span>\n\t\t\t\t\t\t\t<\/th>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"registro-fagiano__vincitore\" data-etichetta=\"Winner\">Paul Magnier<\/td>\n\t\t\t\t\t\t\t\t<td class=\"registro-fagiano__cifre\" data-etichetta=\"We had given them\">\n\t\t\t\t\t\t\t\t\t23% <span class=\"registro-fagiano__posto\">#2 on our list<\/span> <span class=\"registro-fagiano__posto registro-fagiano__ricalcolo\">\u2192 31% over the 145 starters<\/span>\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t<td class=\"registro-fagiano__cifre\" data-etichetta=\"Top ten\">\n\t\t\t\t\t\t\t\t\t\u2014\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t<td class=\"registro-fagiano__cifre\" data-etichetta=\"Log loss: fagIAno \u00b7 experts \u00b7 UCI \u00b7 form\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<strong class=\"is-meglio\">1.17<\/strong>\n\t\t\t\t\t\t\t\t\t\u00b7 6.11\t\t\t\t\t\t\t\t\t\u00b7 \u2014\t\t\t\t\t\t\t\t\t\u00b7 \u2014\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n\t\t\t\t\t\t\t\t\t\t\t<tr>\n\t\t\t\t\t\t\t<th scope=\"row\">\n\t\t\t\t\t\t\t\t<a href=\"https:\/\/lafagianata.it\/en\/races\/tour-of-guangxi-2026\/\">Tour of Guangxi, stage 3<\/a>\n\t\t\t\t\t\t\t\t<span class=\"registro-fagiano__data\">15 October 2026<\/span>\n\t\t\t\t\t\t\t<\/th>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"registro-fagiano__vincitore\" data-etichetta=\"Winner\">Milan Fretin<\/td>\n\t\t\t\t\t\t\t\t<td class=\"registro-fagiano__cifre\" data-etichetta=\"We had given them\">\n\t\t\t\t\t\t\t\t\t1.8% <span class=\"registro-fagiano__posto\">#8 on our list<\/span>\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t<td class=\"registro-fagiano__cifre\" data-etichetta=\"Top ten\">\n\t\t\t\t\t\t\t\t\t\u2014\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t<td class=\"registro-fagiano__cifre\" data-etichetta=\"Log loss: fagIAno \u00b7 experts \u00b7 UCI \u00b7 form\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<strong class=\"is-meglio\">4.04<\/strong>\n\t\t\t\t\t\t\t\t\t\u00b7 6.13\t\t\t\t\t\t\t\t\t\u00b7 \u2014\t\t\t\t\t\t\t\t\t\u00b7 \u2014\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n\t\t\t\t\t\t\t\t\t\t\t<tr>\n\t\t\t\t\t\t\t<th scope=\"row\">\n\t\t\t\t\t\t\t\t<a href=\"https:\/\/lafagianata.it\/en\/races\/tour-of-guangxi-2026\/\">Tour of Guangxi, stage 2<\/a>\n\t\t\t\t\t\t\t\t<span class=\"registro-fagiano__data\">14 October 2026<\/span>\n\t\t\t\t\t\t\t<\/th>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"registro-fagiano__vincitore\" data-etichetta=\"Winner\">Frits Biesterbos<\/td>\n\t\t\t\t\t\t\t\t<td class=\"registro-fagiano__cifre\" data-etichetta=\"We had given them\">\n\t\t\t\t\t\t\t\t\t0.7% <span class=\"registro-fagiano__posto\">#15 on our list<\/span>\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t<td class=\"registro-fagiano__cifre\" data-etichetta=\"Top ten\">\n\t\t\t\t\t\t\t\t\t\u2014\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t<td class=\"registro-fagiano__cifre\" data-etichetta=\"Log loss: fagIAno \u00b7 experts \u00b7 UCI \u00b7 form\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<strong class=\"is-meglio\">4.91<\/strong>\n\t\t\t\t\t\t\t\t\t\u00b7 6.05\t\t\t\t\t\t\t\t\t\u00b7 \u2014\t\t\t\t\t\t\t\t\t\u00b7 \u2014\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n\t\t\t\t\t\t\t\t\t\t\t<tr>\n\t\t\t\t\t\t\t<th scope=\"row\">\n\t\t\t\t\t\t\t\t<a href=\"https:\/\/lafagianata.it\/en\/races\/tour-of-guangxi-2026\/\">Tour of Guangxi, stage 1<\/a>\n\t\t\t\t\t\t\t\t<span class=\"registro-fagiano__data\">13 October 2026<\/span>\n\t\t\t\t\t\t\t<\/th>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"registro-fagiano__vincitore\" data-etichetta=\"Winner\">Paul Magnier<\/td>\n\t\t\t\t\t\t\t\t<td class=\"registro-fagiano__cifre\" data-etichetta=\"We had given them\">\n\t\t\t\t\t\t\t\t\t21% <span class=\"registro-fagiano__posto\">#2 on our list<\/span> <span class=\"registro-fagiano__posto registro-fagiano__ricalcolo\">\u2192 22% over the 150 starters<\/span>\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t<td class=\"registro-fagiano__cifre\" data-etichetta=\"Top ten\">\n\t\t\t\t\t\t\t\t\t\u2014\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t<td class=\"registro-fagiano__cifre\" data-etichetta=\"Log loss: fagIAno \u00b7 experts \u00b7 UCI \u00b7 form\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<strong class=\"is-peggio\">1.50<\/strong>\n\t\t\t\t\t\t\t\t\t\u00b7 \u2014\t\t\t\t\t\t\t\t\t\u00b7 \u2014\t\t\t\t\t\t\t\t\t\u00b7 \u2014\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n\t\t\t\t\t\t\t\t\t\t\t<tr>\n\t\t\t\t\t\t\t<th scope=\"row\">\n\t\t\t\t\t\t\t\t<a href=\"https:\/\/lafagianata.it\/en\/races\/il-lombardia-2026\/#scontrino\">Il Lombardia<\/a>\n\t\t\t\t\t\t\t\t<span class=\"registro-fagiano__data\">10 October 2026<\/span>\n\t\t\t\t\t\t\t<\/th>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<td class=\"registro-fagiano__vincitore\" data-etichetta=\"Winner\">Paul Seixas<\/td>\n\t\t\t\t\t\t\t\t<td class=\"registro-fagiano__cifre\" data-etichetta=\"We had given them\">\n\t\t\t\t\t\t\t\t\t11.3% <span class=\"registro-fagiano__posto\">#3 on our list<\/span> <span class=\"registro-fagiano__posto registro-fagiano__ricalcolo\">\u2192 11.7% over the 174 starters<\/span>\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t<td class=\"registro-fagiano__cifre\" data-etichetta=\"Top ten\">\n\t\t\t\t\t\t\t\t\t6 of 10\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t<td class=\"registro-fagiano__cifre\" data-etichetta=\"Log loss: fagIAno \u00b7 experts \u00b7 UCI \u00b7 form\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<strong class=\"is-meglio\">2.15<\/strong>\n\t\t\t\t\t\t\t\t\t\u00b7 3.15\t\t\t\t\t\t\t\t\t\u00b7 2.85\t\t\t\t\t\t\t\t\t\u00b7 3.53\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n\t\t\t\t\t\t\t\t\t<\/tbody>\n\t\t\t<\/table>\n\t\t<\/div>\n\t\t<\/details>\n\t\t\t<\/section>\n\t\t<\/section>\n\n\t\t\t\t\t<section class=\"fagiano-pagina__sezione fagiano-pagina__calibrazione\" id=\"calibrazione\" aria-labelledby=\"fagiano-calibrazione\">\n\t\t\t\t<div class=\"fagiano-pagina__capo\">\n\t\t\t\t\t<h2 id=\"fagiano-calibrazione\">Calibration<\/h2>\n\t\t\t\t\t<p>\n\t\t\t\t\t\tWhen the fagIAno gives 20%, that rider should win about one time in five. Here the probabilities we gave, in bands, against how often the riders in each band actually won, over the 264 races of the version benchmark (v0.3).\t\t\t\t\t<\/p>\n\t\t\t\t<\/div>\n\t\t\t\t<figure class=\"grafico fagiano-pagina__grafico\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 480 400\" class=\"grafico--stretto\" role=\"img\" aria-labelledby=\"fagiano-calibrazione-t fagiano-calibrazione-d\" style=\"width:100%;height:auto;display:block\"><title id=\"fagiano-calibrazione-t\">The fagIAno\u2019s calibration<\/title><desc id=\"fagiano-calibrazione-d\">given 0%, won 0%, over 35,197 riders; given 1%, won 1%, over 2,014 riders; given 3%, won 3%, over 1,534 riders; given 7%, won 8%, over 521 riders; given 14%, won 14%, over 278 riders; given 28%, won 28%, over 121 riders; given 52%, won 44%, over 66 riders<\/desc><style>.fg-testo{fill:var(--cicl-text)}.fg-muto{fill:var(--cicl-muted)}.fg-linea{stroke:var(--cicl-line)}.fg-testo-tratto{stroke:var(--cicl-text)}.fg-muto-tratto{stroke:var(--cicl-muted)}.fg-fluo{fill:var(--cicl-fluo)}.fg-numeri{font-family:\"Geist Mono\",ui-monospace,Menlo,monospace}.fg-parole{font-family:\"Schibsted Grotesk\",ui-sans-serif,system-ui,sans-serif}<\/style><line class=\"fg-linea\" x1=\"64.0\" x2=\"64.0\" y1=\"24\" y2=\"344\" stroke-width=\"1\"\/><line class=\"fg-linea\" x1=\"64\" x2=\"456\" y1=\"344.0\" y2=\"344.0\" stroke-width=\"1\"\/><text class=\"fg-muto fg-numeri\" x=\"64.0\" y=\"362\" font-size=\"12\" text-anchor=\"middle\">0%<\/text><text class=\"fg-muto fg-numeri\" x=\"56\" y=\"348.0\" font-size=\"12\" text-anchor=\"end\">0%<\/text><line class=\"fg-linea\" x1=\"162.0\" x2=\"162.0\" y1=\"24\" y2=\"344\" stroke-width=\"1\"\/><line class=\"fg-linea\" x1=\"64\" x2=\"456\" y1=\"264.0\" y2=\"264.0\" stroke-width=\"1\"\/><text class=\"fg-muto fg-numeri\" x=\"162.0\" y=\"362\" font-size=\"12\" text-anchor=\"middle\">25%<\/text><text class=\"fg-muto fg-numeri\" x=\"56\" y=\"268.0\" font-size=\"12\" text-anchor=\"end\">25%<\/text><line class=\"fg-linea\" x1=\"260.0\" x2=\"260.0\" y1=\"24\" y2=\"344\" stroke-width=\"1\"\/><line class=\"fg-linea\" x1=\"64\" x2=\"456\" y1=\"184.0\" y2=\"184.0\" stroke-width=\"1\"\/><text class=\"fg-muto fg-numeri\" x=\"260.0\" y=\"362\" font-size=\"12\" text-anchor=\"middle\">50%<\/text><text class=\"fg-muto fg-numeri\" x=\"56\" y=\"188.0\" font-size=\"12\" text-anchor=\"end\">50%<\/text><line class=\"fg-linea\" x1=\"358.0\" x2=\"358.0\" y1=\"24\" y2=\"344\" stroke-width=\"1\"\/><line class=\"fg-linea\" x1=\"64\" x2=\"456\" y1=\"104.0\" y2=\"104.0\" stroke-width=\"1\"\/><text class=\"fg-muto fg-numeri\" x=\"358.0\" y=\"362\" font-size=\"12\" text-anchor=\"middle\">75%<\/text><text class=\"fg-muto fg-numeri\" x=\"56\" y=\"108.0\" font-size=\"12\" text-anchor=\"end\">75%<\/text><line class=\"fg-linea\" x1=\"456.0\" x2=\"456.0\" y1=\"24\" y2=\"344\" stroke-width=\"1\"\/><line class=\"fg-linea\" x1=\"64\" x2=\"456\" y1=\"24.0\" y2=\"24.0\" stroke-width=\"1\"\/><text class=\"fg-muto fg-numeri\" x=\"456.0\" y=\"362\" font-size=\"12\" text-anchor=\"middle\">100%<\/text><text class=\"fg-muto fg-numeri\" x=\"56\" y=\"28.0\" font-size=\"12\" text-anchor=\"end\">100%<\/text><line class=\"fg-muto-tratto\" x1=\"64.0\" y1=\"344.0\" x2=\"456.0\" y2=\"24.0\" stroke-width=\"1.5\" stroke-dasharray=\"5 5\"\/><line class=\"fg-testo-tratto\" x1=\"64\" x2=\"456\" y1=\"344\" y2=\"344\" stroke-width=\"1.5\"\/><line class=\"fg-testo-tratto\" x1=\"64\" x2=\"64\" y1=\"24\" y2=\"344\" stroke-width=\"1.5\"\/><circle class=\"fg-fluo fg-testo-tratto\" cx=\"64.5\" cy=\"343.5\" r=\"6\" stroke-width=\"1.5\"\/><circle class=\"fg-fluo fg-testo-tratto\" cx=\"69.5\" cy=\"340.0\" r=\"6\" stroke-width=\"1.5\"\/><circle class=\"fg-fluo fg-testo-tratto\" cx=\"76.2\" cy=\"334.8\" r=\"6\" stroke-width=\"1.5\"\/><circle class=\"fg-fluo fg-testo-tratto\" cx=\"91.2\" cy=\"318.2\" r=\"6\" stroke-width=\"1.5\"\/><circle class=\"fg-fluo fg-testo-tratto\" cx=\"118.0\" cy=\"298.0\" r=\"6\" stroke-width=\"1.5\"\/><circle class=\"fg-fluo fg-testo-tratto\" cx=\"174.4\" cy=\"254.1\" r=\"6\" stroke-width=\"1.5\"\/><circle class=\"fg-fluo fg-testo-tratto\" cx=\"267.9\" cy=\"203.4\" r=\"6\" stroke-width=\"1.5\"\/><text class=\"fg-muto fg-parole\" x=\"260\" y=\"384\" font-size=\"13\" text-anchor=\"middle\">the probability we had given<\/text><text class=\"fg-muto fg-parole\" x=\"16\" y=\"184\" font-size=\"13\" text-anchor=\"middle\" transform=\"rotate(-90 16 184)\">how often they won<\/text><\/svg><\/figure>\n\t\t\t<\/section>\n\t\t\n\t\t\t\t\t<div class=\"fagiano-pagina__sezione\">\n\t\t\t\t<section class=\"registro-fagiano__versioni\" id=\"versioni\" aria-labelledby=\"fagiano-versioni-titolo\"><h2 id=\"fagiano-versioni-titolo\" class=\"registro-fagiano__versioni-titolo\">The fagIAno versions<\/h2><figure class=\"grafico\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 720 288\" class=\"grafico--largo\" role=\"img\" aria-labelledby=\"fagiano-versioni-t fagiano-versioni-d\" style=\"width:100%;height:auto;display:block\"><title id=\"fagiano-versioni-t\">The fagIAno versions<\/title><desc id=\"fagiano-versioni-d\">v0.1 3.10; v0.2 3.07; v0.3 3.02 (in use); v0.4 3.01; v0.5 3.01 (on trial); UCI ranking 3.52<\/desc><style>\n.fg-testo{fill:var(--cicl-text,#0D0F12)}\n.fg-corpo{fill:var(--cicl-body,#2b2e33)}\n.fg-muto{fill:var(--cicl-muted,#6b6f76)}\n.fg-linea{stroke:var(--cicl-line,#d9dbd6)}\n.fg-muto-tratto{stroke:var(--cicl-muted,#6b6f76)}\n.fg-testo-tratto{stroke:var(--cicl-text,#0D0F12)}\n.fg-cobalto{fill:var(--cicl-cobalt,#2846F0)}\n.fg-cobalto-tratto{stroke:var(--cicl-cobalt,#2846F0)}\n.fg-fluo{fill:var(--cicl-fluo,#D4FF3F)}\n.fg-superficie{fill:var(--cicl-surface,#F2F3F0)}\n.fg-carta{fill:var(--cicl-bg,#FFFFFF)}\n.fg-parole{font-family:\"Schibsted Grotesk\",ui-sans-serif,system-ui,sans-serif}\n.fg-numeri{font-family:\"Geist Mono\",ui-monospace,Menlo,monospace}\n.fg-alone{paint-order:stroke;stroke:var(--cicl-bg,#FFFFFF);stroke-width:4px;stroke-linejoin:round}\n<\/style><line class=\"fg-linea\" x1=\"170.0\" x2=\"170.0\" y1=\"10\" y2=\"242.0\" stroke-width=\"1\" \/><text class=\"fg-muto fg-numeri\" x=\"170.0\" y=\"258.0\" font-size=\"11\" text-anchor=\"middle\">2.95<\/text><line class=\"fg-linea\" x1=\"264.0\" x2=\"264.0\" y1=\"10\" y2=\"242.0\" stroke-width=\"1\" \/><text class=\"fg-muto fg-numeri\" x=\"264.0\" y=\"258.0\" font-size=\"11\" text-anchor=\"middle\">3.00<\/text><line class=\"fg-linea\" x1=\"358.0\" x2=\"358.0\" y1=\"10\" y2=\"242.0\" stroke-width=\"1\" \/><text class=\"fg-muto fg-numeri\" x=\"358.0\" y=\"258.0\" font-size=\"11\" text-anchor=\"middle\">3.05<\/text><line class=\"fg-linea\" x1=\"452.0\" x2=\"452.0\" y1=\"10\" y2=\"242.0\" stroke-width=\"1\" \/><text class=\"fg-muto fg-numeri\" x=\"452.0\" y=\"258.0\" font-size=\"11\" text-anchor=\"middle\">3.10<\/text><line class=\"fg-linea\" x1=\"546.0\" x2=\"546.0\" y1=\"10\" y2=\"242.0\" stroke-width=\"1\" \/><text class=\"fg-muto fg-numeri\" x=\"546.0\" y=\"258.0\" font-size=\"11\" text-anchor=\"middle\">3.15<\/text><line class=\"fg-linea\" x1=\"640.0\" x2=\"640.0\" y1=\"10\" y2=\"242.0\" stroke-width=\"1\" \/><text class=\"fg-muto fg-numeri\" x=\"640.0\" y=\"258.0\" font-size=\"11\" text-anchor=\"middle\">3.20<\/text><text class=\"fg-muto fg-parole\" x=\"170.0\" y=\"278.0\" font-size=\"11\">Winner log loss \u00b7 lower is better<\/text><line class=\"fg-testo-tratto\" x1=\"170.0\" x2=\"188.0\" y1=\"8\" y2=\"8\" stroke-width=\"1.5\" \/><text class=\"fg-muto fg-parole\" x=\"194.0\" y=\"12\" font-size=\"11\">95% interval of the difference from v0.3<\/text><line class=\"fg-muto-tratto\" x1=\"298.6\" x2=\"298.6\" y1=\"18\" y2=\"242.0\" stroke-width=\"1\" stroke-dasharray=\"2 3\" \/><line class=\"fg-linea\" x1=\"0\" x2=\"720\" y1=\"192.0\" y2=\"192.0\" stroke-width=\"1\" \/><text class=\"fg-testo fg-numeri\" x=\"0\" y=\"31\" font-size=\"14\">v0.1<\/text><line class=\"fg-testo-tratto\" x1=\"353.7\" x2=\"543.6\" y1=\"26\" y2=\"26\" stroke-width=\"1.5\" \/><line class=\"fg-testo-tratto\" x1=\"353.7\" x2=\"353.7\" y1=\"21\" y2=\"31\" stroke-width=\"1.5\" \/><line class=\"fg-testo-tratto\" x1=\"543.6\" x2=\"543.6\" y1=\"21\" y2=\"31\" stroke-width=\"1.5\" \/><circle class=\"fg-testo\" cx=\"446.4\" cy=\"26\" r=\"5.5\" \/><text class=\"fg-testo fg-numeri\" x=\"718\" y=\"31\" font-size=\"12.5\" text-anchor=\"end\">3.10<\/text><text class=\"fg-testo fg-numeri\" x=\"0\" y=\"67\" font-size=\"14\">v0.2<\/text><line class=\"fg-testo-tratto\" x1=\"323.8\" x2=\"477.0\" y1=\"62\" y2=\"62\" stroke-width=\"1.5\" \/><line class=\"fg-testo-tratto\" x1=\"323.8\" x2=\"323.8\" y1=\"57\" y2=\"67\" stroke-width=\"1.5\" \/><line class=\"fg-testo-tratto\" x1=\"477.0\" x2=\"477.0\" y1=\"57\" y2=\"67\" stroke-width=\"1.5\" \/><circle class=\"fg-testo\" cx=\"398.2\" cy=\"62\" r=\"5.5\" \/><text class=\"fg-testo fg-numeri\" x=\"718\" y=\"67\" font-size=\"12.5\" text-anchor=\"end\">3.07<\/text><text class=\"fg-testo fg-numeri\" x=\"0\" y=\"97\" font-size=\"14\" font-weight=\"600\">v0.3<\/text><text class=\"fg-muto fg-parole\" x=\"0\" y=\"111.5\" font-size=\"11.5\">in use<\/text><circle class=\"fg-fluo fg-testo-tratto\" cx=\"298.6\" cy=\"98\" r=\"7.5\" stroke-width=\"1.5\" \/><text class=\"fg-testo fg-numeri\" x=\"718\" y=\"103\" font-size=\"12.5\" text-anchor=\"end\" font-weight=\"600\">3.02<\/text><text class=\"fg-testo fg-numeri\" x=\"0\" y=\"139\" font-size=\"14\">v0.4<\/text><line class=\"fg-testo-tratto\" x1=\"216.1\" x2=\"362.1\" y1=\"134\" y2=\"134\" stroke-width=\"1.5\" \/><line class=\"fg-testo-tratto\" x1=\"216.1\" x2=\"216.1\" y1=\"129\" y2=\"139\" stroke-width=\"1.5\" \/><line class=\"fg-testo-tratto\" x1=\"362.1\" x2=\"362.1\" y1=\"129\" y2=\"139\" stroke-width=\"1.5\" \/><circle class=\"fg-testo\" cx=\"286.4\" cy=\"134\" r=\"5.5\" \/><text class=\"fg-testo fg-numeri\" x=\"718\" y=\"139\" font-size=\"12.5\" text-anchor=\"end\">3.01<\/text><text class=\"fg-testo fg-numeri\" x=\"0\" y=\"169\" font-size=\"14\">v0.5<\/text><text class=\"fg-muto fg-parole\" x=\"0\" y=\"183.5\" font-size=\"11.5\">on trial<\/text><line class=\"fg-testo-tratto\" x1=\"257.6\" x2=\"311.6\" y1=\"170\" y2=\"170\" stroke-width=\"1.5\" \/><line class=\"fg-testo-tratto\" x1=\"257.6\" x2=\"257.6\" y1=\"165\" y2=\"175\" stroke-width=\"1.5\" \/><line class=\"fg-testo-tratto\" x1=\"311.6\" x2=\"311.6\" y1=\"165\" y2=\"175\" stroke-width=\"1.5\" \/><circle class=\"fg-carta fg-testo-tratto\" cx=\"283.9\" cy=\"170\" r=\"5.5\" stroke-width=\"2\" \/><text class=\"fg-testo fg-numeri\" x=\"718\" y=\"175\" font-size=\"12.5\" text-anchor=\"end\">3.01<\/text><text class=\"fg-muto fg-parole\" x=\"0\" y=\"219\" font-size=\"14\">UCI ranking<\/text><line class=\"fg-muto-tratto\" x1=\"618.0\" x2=\"638.0\" y1=\"214\" y2=\"214\" stroke-width=\"1.5\" stroke-dasharray=\"2 3\" \/><polygon class=\"fg-muto\" points=\"644.0,214 636.0,209 636.0,219\" \/><text class=\"fg-muto fg-numeri\" x=\"718\" y=\"219\" font-size=\"12.5\" text-anchor=\"end\">3.52<\/text><\/svg><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 360 345\" class=\"grafico--stretto\" role=\"img\" aria-labelledby=\"fagiano-versioni-t fagiano-versioni-d\" style=\"width:100%;height:auto;display:none\"><style>\n.fg-testo{fill:var(--cicl-text,#0D0F12)}\n.fg-corpo{fill:var(--cicl-body,#2b2e33)}\n.fg-muto{fill:var(--cicl-muted,#6b6f76)}\n.fg-linea{stroke:var(--cicl-line,#d9dbd6)}\n.fg-muto-tratto{stroke:var(--cicl-muted,#6b6f76)}\n.fg-testo-tratto{stroke:var(--cicl-text,#0D0F12)}\n.fg-cobalto{fill:var(--cicl-cobalt,#2846F0)}\n.fg-cobalto-tratto{stroke:var(--cicl-cobalt,#2846F0)}\n.fg-fluo{fill:var(--cicl-fluo,#D4FF3F)}\n.fg-superficie{fill:var(--cicl-surface,#F2F3F0)}\n.fg-carta{fill:var(--cicl-bg,#FFFFFF)}\n.fg-parole{font-family:\"Schibsted Grotesk\",ui-sans-serif,system-ui,sans-serif}\n.fg-numeri{font-family:\"Geist Mono\",ui-monospace,Menlo,monospace}\n.fg-alone{paint-order:stroke;stroke:var(--cicl-bg,#FFFFFF);stroke-width:4px;stroke-linejoin:round}\n<\/style><line class=\"fg-linea\" x1=\"124.0\" x2=\"124.0\" y1=\"14\" y2=\"279.0\" stroke-width=\"1\" \/><line class=\"fg-linea\" x1=\"161.2\" x2=\"161.2\" y1=\"14\" y2=\"279.0\" stroke-width=\"1\" \/><text class=\"fg-muto fg-numeri\" x=\"161.2\" y=\"295.0\" font-size=\"13\" text-anchor=\"middle\">3.00<\/text><line class=\"fg-linea\" x1=\"198.4\" x2=\"198.4\" y1=\"14\" y2=\"279.0\" stroke-width=\"1\" \/><line class=\"fg-linea\" x1=\"235.6\" x2=\"235.6\" y1=\"14\" y2=\"279.0\" stroke-width=\"1\" \/><text class=\"fg-muto fg-numeri\" x=\"235.6\" y=\"295.0\" font-size=\"13\" text-anchor=\"middle\">3.10<\/text><line class=\"fg-linea\" x1=\"272.8\" x2=\"272.8\" y1=\"14\" y2=\"279.0\" stroke-width=\"1\" \/><line class=\"fg-linea\" x1=\"310.0\" x2=\"310.0\" y1=\"14\" y2=\"279.0\" stroke-width=\"1\" \/><text class=\"fg-muto fg-numeri\" x=\"310.0\" y=\"295.0\" font-size=\"13\" text-anchor=\"middle\">3.20<\/text><text class=\"fg-muto fg-parole\" x=\"0.0\" y=\"315.0\" font-size=\"13\">Winner log loss \u00b7 lower is better<\/text><line class=\"fg-testo-tratto\" x1=\"0.0\" x2=\"18.0\" y1=\"335.0\" y2=\"335.0\" stroke-width=\"1.5\" \/><text class=\"fg-muto fg-parole\" x=\"24.0\" y=\"339.0\" font-size=\"13\">95% interval of the difference from v0.3<\/text><line class=\"fg-muto-tratto\" x1=\"174.9\" x2=\"174.9\" y1=\"22\" y2=\"279.0\" stroke-width=\"1\" stroke-dasharray=\"2 3\" \/><line class=\"fg-linea\" x1=\"0\" x2=\"360\" y1=\"223.0\" y2=\"223.0\" stroke-width=\"1\" \/><text class=\"fg-testo fg-numeri\" x=\"0\" y=\"35\" font-size=\"15\">v0.1<\/text><line class=\"fg-testo-tratto\" x1=\"196.7\" x2=\"271.8\" y1=\"30\" y2=\"30\" stroke-width=\"1.5\" \/><line class=\"fg-testo-tratto\" x1=\"196.7\" x2=\"196.7\" y1=\"25\" y2=\"35\" stroke-width=\"1.5\" \/><line class=\"fg-testo-tratto\" x1=\"271.8\" x2=\"271.8\" y1=\"25\" y2=\"35\" stroke-width=\"1.5\" \/><circle class=\"fg-testo\" cx=\"233.4\" cy=\"30\" r=\"5.5\" \/><text class=\"fg-testo fg-numeri\" x=\"358\" y=\"35\" font-size=\"13\" text-anchor=\"end\">3.10<\/text><text class=\"fg-testo fg-numeri\" x=\"0\" y=\"77\" font-size=\"15\">v0.2<\/text><line class=\"fg-testo-tratto\" x1=\"184.9\" x2=\"245.5\" y1=\"72\" y2=\"72\" stroke-width=\"1.5\" \/><line class=\"fg-testo-tratto\" x1=\"184.9\" x2=\"184.9\" y1=\"67\" y2=\"77\" stroke-width=\"1.5\" \/><line class=\"fg-testo-tratto\" x1=\"245.5\" x2=\"245.5\" y1=\"67\" y2=\"77\" stroke-width=\"1.5\" \/><circle class=\"fg-testo\" cx=\"214.3\" cy=\"72\" r=\"5.5\" \/><text class=\"fg-testo fg-numeri\" x=\"358\" y=\"77\" font-size=\"13\" text-anchor=\"end\">3.07<\/text><text class=\"fg-testo fg-numeri\" x=\"0\" y=\"113\" font-size=\"15\" font-weight=\"600\">v0.3<\/text><text class=\"fg-muto fg-parole\" x=\"0\" y=\"129\" font-size=\"13\">in use<\/text><circle class=\"fg-fluo fg-testo-tratto\" cx=\"174.9\" cy=\"114\" r=\"7.5\" stroke-width=\"1.5\" \/><text class=\"fg-testo fg-numeri\" x=\"358\" y=\"119\" font-size=\"13\" text-anchor=\"end\" font-weight=\"600\">3.02<\/text><text class=\"fg-testo fg-numeri\" x=\"0\" y=\"161\" font-size=\"15\">v0.4<\/text><line class=\"fg-testo-tratto\" x1=\"142.2\" x2=\"200.0\" y1=\"156\" y2=\"156\" stroke-width=\"1.5\" \/><line class=\"fg-testo-tratto\" x1=\"142.2\" x2=\"142.2\" y1=\"151\" y2=\"161\" stroke-width=\"1.5\" \/><line class=\"fg-testo-tratto\" x1=\"200.0\" x2=\"200.0\" y1=\"151\" y2=\"161\" stroke-width=\"1.5\" \/><circle class=\"fg-testo\" cx=\"170.1\" cy=\"156\" r=\"5.5\" \/><text class=\"fg-testo fg-numeri\" x=\"358\" y=\"161\" font-size=\"13\" text-anchor=\"end\">3.01<\/text><text class=\"fg-testo fg-numeri\" x=\"0\" y=\"197\" font-size=\"15\">v0.5<\/text><text class=\"fg-muto fg-parole\" x=\"0\" y=\"213\" font-size=\"13\">on trial<\/text><line class=\"fg-testo-tratto\" x1=\"158.7\" x2=\"180.0\" y1=\"198\" y2=\"198\" stroke-width=\"1.5\" \/><line class=\"fg-testo-tratto\" x1=\"158.7\" x2=\"158.7\" y1=\"193\" y2=\"203\" stroke-width=\"1.5\" \/><line class=\"fg-testo-tratto\" x1=\"180.0\" x2=\"180.0\" y1=\"193\" y2=\"203\" stroke-width=\"1.5\" \/><circle class=\"fg-carta fg-testo-tratto\" cx=\"169.1\" cy=\"198\" r=\"5.5\" stroke-width=\"2\" \/><text class=\"fg-testo fg-numeri\" x=\"358\" y=\"203\" font-size=\"13\" text-anchor=\"end\">3.01<\/text><text class=\"fg-muto fg-parole\" x=\"0\" y=\"253\" font-size=\"15\">UCI ranking<\/text><line class=\"fg-muto-tratto\" x1=\"288.0\" x2=\"308.0\" y1=\"248\" y2=\"248\" stroke-width=\"1.5\" stroke-dasharray=\"2 3\" \/><polygon class=\"fg-muto\" points=\"314.0,248 306.0,243 306.0,253\" \/><text class=\"fg-muto fg-numeri\" x=\"358\" y=\"253\" font-size=\"13\" text-anchor=\"end\">3.52<\/text><\/svg><figcaption>How far each fagIAno version was off on the winner, over the same 264 men\u2019s one-day races, none of which it had seen before forecasting them.<\/figcaption><\/figure><\/section>\t\t\t<\/div>\n\t\t\n\t\t<section class=\"fagiano-pagina__sezione\" id=\"metodo\" aria-labelledby=\"fagiano-metodo\">\n\t\t\t<div class=\"fagiano-pagina__capo\">\n\t\t\t\t<h2 id=\"fagiano-metodo\">The method, in short<\/h2>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"fagiano-pagina__versione\">in use: v0.3<\/p>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t<ol class=\"fagiano-pagina__passi\">\n\t\t\t\t\t\t\t\t\t<li>\n\t\t\t\t\t\t<h3>The list, before the start<\/h3>\n\t\t\t\t\t\t<p>For every race that matters, who can win and how likely it is, from the official UCI results.<\/p>\n\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<li>\n\t\t\t\t\t\t<h3>The freeze<\/h3>\n\t\t\t\t\t\t<p>At the start the probabilities are frozen with the time and a SHA-256 fingerprint: after that they are never touched.<\/p>\n\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<li>\n\t\t\t\t\t\t<h3>The receipt<\/h3>\n\t\t\t\t\t\t<p>After the finish, the comparison with the official result and with the newspaper predictions published before the start.<\/p>\n\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<li>\n\t\t\t\t\t\t<h3>Judged over dozens of races<\/h3>\n\t\t\t\t\t\t<p>Log loss: minus the logarithm of the probability given to the winner. The lower, the better the prediction. One race says little, because even a good forecast often misses the winner.<\/p>\n\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t<\/ol>\n\t\t\t\t\t\t\t<div class=\"fagiano-pagina__misura-prova\">\n\t\t\t\t\t<div>\n\t\t\t\t\t\t<p class=\"fagiano-pagina__sopra\">The test against the experts, in log loss<\/p>\n\t\t\t\t\t\t<dl>\n\t\t\t\t\t\t\t<div class=\"is-fagiano\"><dt>The fagIAno<\/dt><dd>2.85<\/dd><\/div>\n\t\t\t\t\t\t\t<div><dt>The experts<\/dt><dd>3.28<\/dd><\/div>\n\t\t\t\t\t\t<\/dl>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"fagiano-pagina__intervallo\">difference \u22120.42, 95% between \u22120.68 and \u22120.17<\/p>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<p>Log loss is computed on the starters: what we had given to riders who then did not start is spread among those who did. The experts are the newspaper predictions published before the start, turned into probabilities with a fixed recipe; where there is no prediction, there is no comparison.<\/p>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<a class=\"fagiano-pagina__intero\" href=\"https:\/\/lafagianata.it\/en\/method\/#fagiano\">The full method <span aria-hidden=\"true\">\u2192<\/span><\/a>\n\t\t<\/section>\n\n\t\t<section class=\"fagiano-pagina__sezione fagiano-agenti\" id=\"agenti\" aria-labelledby=\"fagiano-agenti\">\n\t\t\t<div class=\"fagiano-agenti__capo\">\n\t\t\t\t<div class=\"fagiano-agenti__sopra\">\n\t\t\t\t\t<p class=\"fagiano-agenti__occhiello\">The newsroom and the chat<\/p>\n\t\t\t\t\t<p class=\"fagiano-agenti__fatto\">\n\t\t\t\t\t\tmade by\t\t\t\t\t\t<a class=\"fagiano-agenti__tinke\" href=\"https:\/\/tinke.it\"><svg class=\"fagiano-agenti__tinke-marchio\" role=\"img\" aria-label=\"Tinke\" focusable=\"false\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 466.51 118.96\"><defs><\/defs><path fill=\"currentColor\" d=\"M232.74,39.31c-.11-.11-.74-1.17-3.71-2.97-2.55-1.48-6.58-2.65-11.56-2.65h-5.73v27.79c0,30.87,.42,31.29,2.66,35.53l.95,1.8s-3.82-.21-12.84-.21-12.94,.21-12.94,.21l.96-1.8c2.12-4.03,2.65-4.78,2.65-36.59v-26.73h-5.73c-4.98,0-9.02,1.17-11.56,2.65-2.76,1.7-3.61,2.76-3.72,2.97,0-.11,.21-3.08,.21-8.59,0-5.2-.11-7.53-.11-7.53h60.35s-.11,2.33-.11,7.53c0,5.51,.21,8.38,.21,8.59Zm18.25,59.29c-9.02,0-12.73,.21-12.73,.21l.96-1.8c1.8-3.29,2.65-4.56,2.65-27.05v-4.25c0-18.35-.95-21.32-2.65-24.4l-.96-1.8,22.81-2.66s-.95,5.94-.95,28.75v4.35c0,19.62,.42,22.81,2.65,27.05l.95,1.8s-3.71-.21-12.73-.21Zm0-67.46c-6.04,0-10.93-1.59-10.93-7.63s4.67-7.96,10.82-7.96,10.93,1.59,10.93,7.63-4.56,7.96-10.82,7.96Zm71.81,67.46c-9.12,0-12.83,.21-12.83,.21l.95-1.8c1.7-3.08,2.66-3.82,2.66-26.94,0-12.41-.32-16.13-1.7-18.46-1.06-1.7-2.86-3.71-7.75-3.71-7.85,0-9.22,4.77-9.22,4.77v17.29c0,23.02,.95,23.97,2.65,27.05l.95,1.8s-3.71-.21-12.73-.21-12.73,.21-12.73,.21l.96-1.8c1.7-3.08,2.65-3.92,2.65-27.05v-4.25c0-18.35-.95-21.32-2.65-24.4l-.96-1.8,21.64-2.66-.53,14.85c2.44-11.35,9.23-15.27,18.67-15.27,8.17,0,13.36,2.76,16.13,7.74,2.54,4.46,2.97,9.55,2.97,21.96v3.82c0,23.12,.96,23.97,2.66,27.05l.95,1.8s-3.72-.21-12.73-.21Zm74.47,.11h-11.46l-19.62-29.6c0,22.06,.53,23.87,2.65,27.9l.95,1.8s-3.71-.21-12.62-.21-12.83,.21-12.83,.21l.95-1.8c1.8-3.29,2.66-4.67,2.66-27.05v-25.25c0-18.56-.85-21.63-2.66-25.03l-.95-1.8,22.17-2.65s-.32,10.81-.32,20.9v31.82l10.92-13.68c5.41-6.58,7.32-9.34,7.32-12.41,0-1.6-.64-3.08-2.23-4.25,0,0,3.5,.21,13.37,.21,10.81,0,14.95-.21,14.95-.21-2.54,1.59-8.27,5.84-18.25,17.08l-8.69,9.65,11.35,16.23c9.65,13.89,12.62,16.66,15.59,18.25,0,0-2.86-.11-13.26-.11Zm32.45-27.47c0,10.18,5.2,17.5,16.66,17.5,13.89,0,17.71-5.84,18.03-6.37,0,7.96-5.84,17.61-24.29,17.61-11.56,0-28.96-4.78-28.96-31.29,0-20.9,10.4-32.14,28.43-32.14,26.2,0,26.94,21.43,26.94,33.62v1.07h-36.81Zm9.87-25.67c-6.9,0-9.76,4.56-9.87,18.03l18.99-2.01c0-9.23-.53-16.02-9.12-16.02ZM72.66,0C32.53,0,0,28.81,0,68.94s32.53,50.03,72.66,50.03,72.66-9.89,72.66-50.03S112.8,0,72.66,0Zm-12.42,65.89c0,3.82-3.1,6.92-6.92,6.92s-6.92-3.1-6.92-6.92v-6.21c0-3.82,3.1-6.92,6.92-6.92s6.92,3.1,6.92,6.92v6.21Zm14.38,17.83c-5.31,0-9.62-4.31-9.62-9.62h19.24c0,5.31-4.31,9.62-9.62,9.62Zm27.73-17.83c0,3.82-3.1,6.92-6.92,6.92s-6.92-3.1-6.92-6.92v-6.21c0-3.82,3.1-6.92,6.92-6.92s6.92,3.1,6.92,6.92v6.21Z\"\/><\/svg><\/a>\n\t\t\t\t\t<\/p>\n\t\t\t\t<\/div>\n\t\t\t\t<h2 id=\"fagiano-agenti\">Behind the scenes, two AI agents. <em>In front, the fagIAno.<\/em><\/h2>\n\t\t\t<\/div>\n\t\t\t<ul class=\"fagiano-agenti__elenco\">\n\t\t\t\t<li class=\"fagiano-agenti__agente\">\n\t\t\t\t\t<h3 class=\"fagiano-agenti__nome\">\n\t\t\t\t\t\t<img class=\"fagiano-agenti__mnemosyne is-chiaro\" src=\"https:\/\/lafagianata.it\/en\/wp-content\/mu-plugins\/fagianata\/risorse\/immagini\/agenti\/mnemosyne-chiaro.webp\" width=\"948\" height=\"196\" alt=\"Mnemosyne\" loading=\"lazy\" decoding=\"async\">\n\t\t\t\t\t\t<img class=\"fagiano-agenti__mnemosyne is-scuro\" src=\"https:\/\/lafagianata.it\/en\/wp-content\/mu-plugins\/fagianata\/risorse\/immagini\/agenti\/mnemosyne-scuro.webp\" width=\"948\" height=\"196\" alt=\"Mnemosyne\" loading=\"lazy\" decoding=\"async\">\n\t\t\t\t\t<\/h3>\n\t\t\t\t\t<p><strong>The editor.<\/strong> Plans every piece, writes it, checks each number against the official results and gives the verdict: a story goes out only if it passes. 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d=\"M448.8,894.6c-41.2-14.2-82.4-28.2-123.6-42.5-2.9-1-5.6-1.3-9.5-.8,32.4,17.7,63.8,34.8,95,52,6.5,3.6,13.3,5.9,20.5,7.8,7.1-4.8,14.2-9.5,21.2-14.2-1-2-2.5-1.9-3.6-2.3Z\"><\/path><\/g><g clip-path=\"url(#mm-clippath-4)\"><path fill=\"currentColor\" d=\"M1570.4,246.9v496.1h-80v-321l-148.7,321h-65.8l-148-320.3v320.3h-80V246.9h77.2l184.1,390.5,184.1-390.5h77.2,0ZM1733.2,246.9v496.1h-77.9V246.9h77.9ZM2340.6,246.9v496.1h-80v-321l-148.7,321h-65.8l-148-320.3v320.3h-80V246.9h77.2l184.1,390.5,184.1-390.5h77.2ZM2576.4,119.3l-83.5,91.4h-57.3l49.6-91.4h91.3ZM2503.5,246.9v496.1h-77.9V246.9h77.9ZM2963.6,742.9h-83.5l-116.8-172.9h-97v172.9h-77.9V246.9h166.4c111.2,0,179.1,68,179.1,163.7s-36.1,122.6-98.4,146l128.1,186.4h0ZM2666.3,319.2v182.8h85c63,0,104.8-29.8,104.8-91.4s-41.8-91.4-104.8-91.4h-85Z\"><\/path><\/g><g clip-path=\"url(#mm-clippath-5)\"><path fill=\"currentColor\" d=\"M1471.7,910.4l-8.4-19.4h-46.9l-8.4,19.4h-15.3l40.9-91.8h12.6l40.9,91.8h-15.3ZM1421.7,879.1h36.4l-18.2-42.2-18.2,42.2ZM1601.8,818.7v91.8h-14.4v-91.8h14.4ZM1910.3,910.4l-8.4-19.4h-46.9l-8.4,19.4h-15.3l40.9-91.8h12.6l40.9,91.8h-15.3ZM1860.3,879.1h36.4l-18.2-42.2-18.2,42.2ZM2112.6,863.1c2.9,30-17.2,48.6-41.4,48.6s-47.1-19.4-47.1-47.2,22.5-47.2,47.1-47.2,22.4,3.9,30.5,10.9l-8.8,10c-5.8-4.5-13.2-7.2-20.8-7.2-17.8,0-33.1,13.9-33.1,33.6s14.8,33.6,32.2,33.6,25.3-6.7,28-22.6h-24.5v-12.5h37.9ZM2230.9,897h41.5v13.4h-55.9v-91.8h54.8v13.4h-40.3v25.7h31v13.1h-31v26.2ZM2438.3,818.7h14.4v91.8h-11l-51.2-65.4v65.4h-14.4v-91.8h11.1l51.1,65.5v-65.5ZM2618.8,818.7v13.4h-24.4v78.4h-14.4v-78.4h-24.4v-13.4h63.1Z\"><\/path><\/g><\/g><\/g><\/svg><\/h3>\n\t\t\t\t\t<p><strong>The voice.<\/strong> Mimir lets the fagIAno talk: it is the chat on every page, the same one that answers the question below.<\/p>\n\t\t\t\t\t<a class=\"fagiano-agenti__link\" href=\"https:\/\/mimir.bot\/\">mimir.bot<\/a>\n\t\t\t\t<\/li>\n\t\t\t<\/ul>\n\t\t<\/section>\n\n\t\t<section class=\"fagiano-pagina__chiedi-box\" aria-labelledby=\"fagiano-chiedi\">\n\t\t\t<div>\n\t\t\t\t<h2 id=\"fagiano-chiedi\">Ask the fag<span class=\"ia\">IA<\/span>no<\/h2>\n\t\t\t\t<p>Races, riders, rules: it answers with our data.<\/p>\n\t\t\t<\/div>\n\t\t\t\t\t\t<form class=\"fagiano-pagina__domanda\" method=\"get\" action=\"\/en\/fagiano\/\">\n\t\t\t\t<label for=\"fagiano-domanda\">Your question<\/label>\n\t\t\t\t<span>\n\t\t\t\t\t<input id=\"fagiano-domanda\" type=\"text\" name=\"chiedi\" maxlength=\"300\" placeholder=\"Who has won Il Lombardia most often since 2000?\">\n\t\t\t\t\t<button type=\"submit\">Ask<\/button>\n\t\t\t\t<\/span>\n\t\t\t<\/form>\n\t\t<\/section>\n\n\t\t<p class=\"fagiano-pagina__fonti\">Sources: official UCI results; newspaper predictions published before the start.<\/p>\n\t<\/div>\n<\/div>\n\n","protected":false},"excerpt":{"rendered":"<p>Before every race that matters, who can win and how likely it is: frozen at the start, with the receipt after the finish. The test against the experts, the record, the versions, the method.<\/p>\n","protected":false},"author":0,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_fagianata_traduzione":0,"footnotes":""},"class_list":["post-3699","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/lafagianata.it\/en\/wp-json\/wp\/v2\/pages\/3699","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lafagianata.it\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/lafagianata.it\/en\/wp-json\/wp\/v2\/types\/page"}],"replies":[{"embeddable":true,"href":"https:\/\/lafagianata.it\/en\/wp-json\/wp\/v2\/comments?post=3699"}],"version-history":[{"count":0,"href":"https:\/\/lafagianata.it\/en\/wp-json\/wp\/v2\/pages\/3699\/revisions"}],"wp:attachment":[{"href":"https:\/\/lafagianata.it\/en\/wp-json\/wp\/v2\/media?parent=3699"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}