{"id":"W4401477205","doi":"10.1016/j.cgh.2024.06.047","title":"Perianal Fistulizing Crohn’s Disease: Utilizing the TOpClass Classification in Clinical Practice to Provide Targeted Individualized Care","year":2024,"lang":"en","type":"review","venue":"Clinical Gastroenterology and Hepatology","topic":"Anorectal Disease Treatments and Outcomes","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital du Sacré-Cœur de Montréal","funders":"Allergan; Samsung; Genentech; Otsuka Pharmaceutical; Mylan; Celgene; Biogen; Janssen Pharmaceuticals; Gilead Sciences; Celltrion; Sanofi; Amgen; Pfizer; AstraZeneca; Eli Lilly and Company; Bristol-Myers Squibb","keywords":"Medicine; Crohn's disease; Clinical Practice; Disease; Family medicine; Intensive care medicine; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02212047,0.0004177908,0.000676048,0.003087749,0.001581119,0.005041542,0.00128318,0.001074946,0.001839998],"category_scores_gemma":[0.05000404,0.0002478028,0.0006004018,0.002054802,0.00190961,0.003044355,0.004210227,0.003128802,0.0007194641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00319205,"about_ca_system_score_gemma":0.009484634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007342955,"about_ca_topic_score_gemma":0.01172205,"domain_scores_codex":[0.9896764,0.00540067,0.0009773569,0.0008671024,0.002430606,0.0006478962],"domain_scores_gemma":[0.9793801,0.005870502,0.003722139,0.001113717,0.006771611,0.003141924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003045409,0.000165337,0.2116661,0.001382935,0.0001007655,0.0009662873,0.00594392,0.002671683,0.001019473,0.01114972,0.06074428,0.7038851],"study_design_scores_gemma":[0.0003982728,0.001439526,0.3548079,0.01651264,0.0004797617,0.01358361,0.03436309,0.05823537,0.002638211,0.1266504,0.3903307,0.0005604567],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.3789104,0.04887269,0.2282605,0.2344858,0.007690029,0.002812186,0.001206396,0.001325198,0.09643677],"genre_scores_gemma":[0.763997,0.01429814,0.2075522,0.00877209,0.0017999,0.0006788648,0.001003841,0.0002531189,0.001644852],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02212047,"threshold_uncertainty_score":0.1169856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1304385301726061,"score_gpt":0.483140589650269,"score_spread":0.352702059477663,"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."}}