{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001021711,0.00005943454,0.0001026183,0.00004208562,0.0001073382,0.0000137637,0.00011046,0.00002226514,0.0000128609],"category_scores_gemma":[0.0004180936,0.00004603502,0.00007461904,0.00005368295,0.00005753793,0.000006886349,0.00002201071,0.0001326292,8.048824e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002842971,"about_ca_system_score_gemma":0.0003751438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006482231,"about_ca_topic_score_gemma":0.00003545088,"domain_scores_codex":[0.9988278,0.0003468997,0.0004137177,0.0001349991,0.0002042527,0.00007232097],"domain_scores_gemma":[0.9990433,0.00007231632,0.000531935,0.0001557231,0.000143709,0.00005296438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03882197,0.003992235,0.9133898,0.000197007,0.000150865,0.0001066143,0.000528715,0.00120434,0.0002509899,0.0005408645,0.000278362,0.04053821],"study_design_scores_gemma":[0.001500994,0.001656948,0.994937,0.00001751372,0.00008616503,0.000001490358,0.0003810945,0.0005955199,0.00008775562,0.0005891916,0.0001049375,0.00004136879],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977514,0.0002418419,0.0007082983,0.0001037557,0.0001353238,0.0009975097,0.00004548243,9.145557e-7,0.00001546336],"genre_scores_gemma":[0.9994951,0.00005243994,0.00007000065,0.0000270146,0.00009224882,0.0002194403,0.000008168236,0.000005341632,0.00003024818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08154719,"threshold_uncertainty_score":0.1877254,"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."}}