{"id":"W4317390901","doi":"10.5114/pg.2023.124244","title":"Risk calculator score in colorectal surgery: which model?","year":2023,"lang":"en","type":"article","venue":"Gastroenterology Review","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Calculator; Colorectal surgery; Internal medicine; Gastroenterology; Abdominal surgery","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":[0.01529548,0.001608728,0.002572247,0.003760745,0.0004511276,0.005126488,0.00301732,0.002230395,0.02044962],"category_scores_gemma":[0.07788434,0.0006752905,0.004156719,0.003744318,0.0008964493,0.004277189,0.001825306,0.006406822,0.01209678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003548354,"about_ca_system_score_gemma":0.004933362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01407086,"about_ca_topic_score_gemma":0.01202761,"domain_scores_codex":[0.9882562,0.006301959,0.001332233,0.0008405544,0.002935523,0.0003334979],"domain_scores_gemma":[0.9716299,0.01506866,0.002963442,0.0009677766,0.008193667,0.001176634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003197774,0.00008849471,0.007421676,0.006550168,0.0008592549,0.00007051526,0.0001209803,0.001577169,0.00004055619,0.01328436,0.4848216,0.4848455],"study_design_scores_gemma":[0.00090276,0.0007390601,0.017476,0.07091577,0.00508351,0.001260266,0.0007156839,0.01865928,0.0005855106,0.1063736,0.7767998,0.0004888445],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.002019122,0.6138753,0.01851657,0.3180011,0.01367695,0.0005579025,0.005525659,0.001173186,0.02665425],"genre_scores_gemma":[0.06554941,0.7715871,0.05289583,0.06169006,0.02087802,0.001701717,0.008917338,0.0008956701,0.0158848],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02044962,"threshold_uncertainty_score":0.08089125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02726925343052426,"score_gpt":0.2882046100829809,"score_spread":0.2609353566524567,"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."}}