{"id":"W4296761487","doi":"10.1093/ecco-jcc/jjac128","title":"Prophylactic Medication for the Prevention of Endoscopic Recurrence in Crohn’s Disease: a Prospective Study Based on Clinical Risk Stratification","year":2022,"lang":"en","type":"article","venue":"Journal of Crohn s and Colitis","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Radboud Universitair Medisch Centrum; Universitair Medisch Centrum Groningen; Leids Universitair Medisch Centrum; Maastricht Universitair Medisch Centrum; Universiteit Maastricht; Radboud Universiteit; Vrije Universiteit Amsterdam; Universiteit Leiden; Amsterdam University Medical Centers; Haaglanden Medisch Centrum","keywords":"Medicine; Internal medicine; Prospective cohort study; Crohn's disease; Confidence interval; Logistic regression; Risk stratification; Cohort; Disease; Surgery; Gastroenterology","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":[0.002462617,0.0004726843,0.0005341478,0.0007260442,0.0005556788,0.0009744982,0.0004830852,0.0009479487,0.001272648],"category_scores_gemma":[0.006332096,0.0005880035,0.00106444,0.00115222,0.0004131392,0.0007709402,0.0005815335,0.0007922843,0.0002577517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003006095,"about_ca_system_score_gemma":0.0004432841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001647733,"about_ca_topic_score_gemma":0.00178539,"domain_scores_codex":[0.998512,0.0006375315,0.0001797508,0.0002881057,0.0002284222,0.0001541675],"domain_scores_gemma":[0.9953531,0.00127714,0.002066578,0.000422347,0.0003084455,0.000572293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009579292,0.0001676191,0.9976776,0.00001651285,0.0001274134,0.00003625045,0.0000573493,0.00001659596,0.00004733179,0.000008115033,0.00002744678,0.0008598393],"study_design_scores_gemma":[0.0001058949,0.001316469,0.9976004,0.0000201327,0.0001821528,0.0002226617,0.0001144779,0.0002511962,0.00003080346,0.0000197739,0.0001285109,0.000007459274],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991565,0.0004762189,0.00006747251,0.00002564754,0.000009510055,0.00002288225,0.00006284873,0.000001489663,0.0001774693],"genre_scores_gemma":[0.9995205,0.0001485036,0.0000943284,0.00002765411,0.00001562045,0.00001754122,0.0001133864,0.000001371915,0.00006116836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002462617,"threshold_uncertainty_score":0.01302367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01747102077461741,"score_gpt":0.3224801847741707,"score_spread":0.3050091639995533,"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."}}