{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001207601,0.0001884584,0.001535821,0.0001684934,0.0000320673,0.000004703636,0.00007730296,0.00009853798,0.00009381743],"category_scores_gemma":[0.0006131459,0.0001453409,0.0005445724,0.0005451398,0.00006205936,0.00003620449,0.00004972539,0.0002934736,0.00029063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004465104,"about_ca_system_score_gemma":0.00006583899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001649648,"about_ca_topic_score_gemma":0.00007433297,"domain_scores_codex":[0.9981362,0.0003265133,0.0004977377,0.0003287764,0.0001996251,0.0005111374],"domain_scores_gemma":[0.9991139,0.0002830966,0.0001001869,0.0002678027,0.00006086288,0.000174178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001972626,0.0000419051,0.9920213,0.0006219331,0.0000627805,0.0003343933,0.00001664054,0.00003686006,0.00001350872,0.00004967167,0.005388485,0.001215293],"study_design_scores_gemma":[0.0008342157,0.0001585457,0.9827754,0.00138999,0.0002870462,0.0005456517,0.000005686839,0.001421512,0.000004187899,0.00001388962,0.01246449,0.00009934015],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854894,0.006137377,0.00002984374,0.00708749,0.0001268706,0.0005509487,0.000011339,0.0001135437,0.0004532005],"genre_scores_gemma":[0.9155646,0.07783411,0.0001074094,0.005754288,0.00007899567,0.0001532623,0.0001179956,0.00003482813,0.0003545268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07169674,"threshold_uncertainty_score":0.5926829,"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."}}