{"id":"W4322729244","doi":"10.46613/congastro2022-34","title":"TL 731 MODELO BASADO EN INTELIGENCIA ARTIFICIAL (IA) PARA PREDICCIÓN DE CAMBIO DE EXTENSIÓN DE LA COLITIS ULCEROSA SEGÚN CLASIFICACIÓN DE MONTREAL A PARTIR DE REGISTRO PROSPECTIVO DE ENFERMEDAD INFLAMATORIA INTESTINAL (EII)","year":2022,"lang":"es","type":"article","venue":"","topic":"Stoma care and complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Philosophy; Humanities; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00275446,0.0008376099,0.001014503,0.0003788723,0.001128326,0.00040099,0.0009296279,0.0006424991,0.0006685143],"category_scores_gemma":[0.002654877,0.0009615752,0.0004952076,0.0009720181,0.0007580011,0.0001952182,0.000540321,0.002267558,0.00007775608],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006290878,"about_ca_system_score_gemma":0.008771549,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01284003,"about_ca_topic_score_gemma":0.002463124,"domain_scores_codex":[0.9921584,0.0017186,0.001305751,0.001279827,0.000926774,0.002610654],"domain_scores_gemma":[0.9947632,0.001325841,0.0004770054,0.001422902,0.0005552454,0.001455821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004778577,0.003146083,0.6540849,0.0006166804,0.0009402419,0.003489561,0.02643351,0.003603861,0.1411881,0.08298086,0.05720425,0.02153335],"study_design_scores_gemma":[0.001971124,0.00154631,0.7782605,0.0005342311,0.001236976,0.008237256,0.008906859,0.1383648,0.0285539,0.02615777,0.005065407,0.001164848],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9235467,0.0004920953,0.06391118,0.002844336,0.0003303002,0.001501766,0.0003603696,0.0006591257,0.00635417],"genre_scores_gemma":[0.9861178,0.0002358988,0.006246543,0.001518764,0.001783238,0.002293385,0.0001600275,0.0001672763,0.001477082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.134761,"threshold_uncertainty_score":0.9992835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02296341726054253,"score_gpt":0.3202049136628036,"score_spread":0.2972414964022611,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}