{"id":"W2978792853","doi":"10.14309/00000434-201510001-01903","title":"Predicting Surgery at the Moment of Diagnosis of Crohnʼs Disease Is Possible: Proposal of a Predictive Model","year":2015,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Predictive value; Disease; Crohn's disease; Retrospective cohort study; Surgery; Predictive value of tests; Positive predicative value; Pediatrics; 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":[0.004072189,0.001631082,0.001241307,0.004185411,0.0006165848,0.002977614,0.001809413,0.001501032,0.003927742],"category_scores_gemma":[0.009876133,0.0004859368,0.001781534,0.001331146,0.0006616136,0.001138965,0.001033321,0.001375256,0.0008303639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009549537,"about_ca_system_score_gemma":0.001880779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007614264,"about_ca_topic_score_gemma":0.003457883,"domain_scores_codex":[0.9989767,0.0003974039,0.00008138851,0.0002538149,0.0001544211,0.000136294],"domain_scores_gemma":[0.9946755,0.004073916,0.0004088897,0.0001193056,0.0004182711,0.0003041986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001395241,0.0007958222,0.7960824,0.0003172698,0.0009268835,0.0009348524,0.0003633811,0.1065971,0.0006758122,0.004190327,0.005364815,0.0823561],"study_design_scores_gemma":[0.0001171549,0.0005043931,0.05966076,0.0002357745,0.000715387,0.0007918941,0.0003634126,0.9260129,0.0002701991,0.009444573,0.001810808,0.00007277026],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7011537,0.006270624,0.2691891,0.008550676,0.0006741899,0.0008629864,0.003818969,0.001676,0.007803667],"genre_scores_gemma":[0.9632183,0.001105678,0.03164081,0.0002038015,0.0003372411,0.0003641115,0.00185925,0.00003344136,0.001237374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007614264,"threshold_uncertainty_score":0.02153605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01162359852565222,"score_gpt":0.2430804504027045,"score_spread":0.2314568518770523,"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."}}