{"id":"W2172519764","doi":"10.1111/apt.13460","title":"A validated web‐based tool to display individualised Crohn's disease predicted outcomes based on clinical, serologic and genetic variables","year":2015,"lang":"en","type":"article","venue":"Alimentary Pharmacology & Therapeutics","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":124,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; Agency for Healthcare Research and Quality","keywords":"Medicine; Serology; Crohn's disease; Disease; Crohn disease; Internal medicine; Immunology; Antibody","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005142659,0.000472538,0.0003578689,0.0001316177,0.000156269,0.00005326456,0.0004455117,0.0002638416,0.0001425819],"category_scores_gemma":[0.00001231785,0.0004276408,0.0001550438,0.0001477366,0.0002892647,0.00001180599,0.0002025885,0.0002229749,0.00003219324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005122342,"about_ca_system_score_gemma":0.0005902243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005841985,"about_ca_topic_score_gemma":0.000005443462,"domain_scores_codex":[0.9967824,0.00090949,0.0005933129,0.0008153036,0.0003305118,0.0005689901],"domain_scores_gemma":[0.9981527,0.0001369272,0.0001822817,0.0006106342,0.0001618613,0.0007556246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01133029,0.001835594,0.9099923,0.00004498959,0.003985847,0.001105063,0.00005540757,0.009126813,0.05460965,0.00001006547,0.007542082,0.000361929],"study_design_scores_gemma":[0.01524307,0.001826526,0.9387536,0.00001978056,0.00586912,0.00000504769,0.00002857013,0.01592151,0.007337081,0.00007013952,0.01406126,0.0008642829],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941303,0.0001563197,0.0003720463,0.002445416,0.0007829612,0.001222404,0.0007590384,0.00009353965,0.00003795882],"genre_scores_gemma":[0.885401,0.00005662083,0.001521625,0.1116457,0.0002236774,0.0002312286,0.000795702,0.00006459014,0.00005984509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1092003,"threshold_uncertainty_score":0.9998176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04304942035667971,"score_gpt":0.3442491144141748,"score_spread":0.3011996940574951,"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."}}