{"id":"W4392785274","doi":"10.1093/ibd/izae006","title":"Monitoring-Based Model for Personalizing Fecal Incontinence in Patients With Crohn’s Disease: A Multicenter Inception Cohort Study","year":2024,"lang":"en","type":"article","venue":"Inflammatory Bowel Diseases","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Priority Academic Program Development of Jiangsu Higher Education Institutions; Government of Jiangsu Province","keywords":"Medicine; Fecal incontinence; Crohn's disease; Cohort; Feces; Internal medicine; Cohort study; Multicenter study; Disease; Gastroenterology; Randomized controlled trial","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":[0.008295155,0.001214665,0.001231312,0.001576058,0.000611144,0.00167851,0.001320584,0.0008859691,0.002058389],"category_scores_gemma":[0.01043741,0.0003846861,0.00232623,0.0008806965,0.0002718414,0.0007503412,0.001011477,0.001378141,0.0003133797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007046383,"about_ca_system_score_gemma":0.000923723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0114044,"about_ca_topic_score_gemma":0.005257884,"domain_scores_codex":[0.9987295,0.0006613262,0.0000804279,0.0002968252,0.00009835586,0.0001334592],"domain_scores_gemma":[0.9945796,0.002425316,0.00091934,0.0009231258,0.0006378318,0.0005147633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001611792,0.0003610445,0.9865176,0.00002013176,0.0006555821,0.0001602629,0.0000982202,0.003527113,0.0001210542,0.0001221347,0.0006953079,0.006109825],"study_design_scores_gemma":[0.0004587437,0.001970454,0.5024723,0.00005893063,0.001474392,0.0007197221,0.0005575445,0.4902608,0.0002741429,0.0006876622,0.0009920622,0.00007323257],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951142,0.0002394971,0.003409197,0.000190391,0.00004926031,0.00008419769,0.0006375913,0.00004427286,0.0002312944],"genre_scores_gemma":[0.9960341,0.000133417,0.002070738,0.00004102806,0.00003602775,0.00009437538,0.001272966,0.00001131261,0.0003060496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0114044,"threshold_uncertainty_score":0.04386944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007587513222605104,"score_gpt":0.2479862473290555,"score_spread":0.2403987341064504,"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."}}