{"id":"W4376872203","doi":"10.1590/0102-672020230002e1730","title":"ASSESSMENT OF RISK FACTORS FOR SURGERY TREATMENT OF CROHN’S DISEASE: A HOSPITAL COHORT","year":2023,"lang":"en","type":"article","venue":"ABCD Arquivos Brasileiros de Cirurgia Digestiva (São Paulo)","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Crohn's disease; Cohort; Disease; General surgery; Surgery; Internal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008459323,0.000303858,0.0005579165,0.001387426,0.0006163542,0.0007924262,0.0004192828,0.0004260476,0.001605177],"category_scores_gemma":[0.001940655,0.0004405046,0.0007547202,0.00145149,0.0002933946,0.0007091302,0.0008777923,0.0006610095,0.0002587546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000520713,"about_ca_system_score_gemma":0.0006615795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005029975,"about_ca_topic_score_gemma":0.004566424,"domain_scores_codex":[0.9991438,0.0001516861,0.000121,0.0002477606,0.0001379344,0.0001977241],"domain_scores_gemma":[0.9983041,0.0002076945,0.0007532174,0.0001753153,0.0002023329,0.0003573704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000380358,0.00001383583,0.9995253,0.00000352638,0.00001729497,0.00005108796,0.00002441256,0.00001317875,0.0000344426,0.000004841399,0.000037144,0.0002368961],"study_design_scores_gemma":[0.000008182139,0.0001081442,0.9988367,0.000007457778,0.00002480181,0.000434598,0.0002769475,0.000151991,0.00002963478,0.00001562825,0.0001015119,0.000004385134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991457,0.0001523846,0.00008358387,0.00003230149,0.000005313372,0.0000140998,0.0004104261,0.000002212576,0.0001537152],"genre_scores_gemma":[0.999135,0.0001013469,0.00007460798,0.00001896778,0.000009828836,0.00001404118,0.0005891203,0.000001929065,0.00005514674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005029975,"threshold_uncertainty_score":0.01000142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01508438020083028,"score_gpt":0.2781263627661307,"score_spread":0.2630419825653004,"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."}}