{"id":"W6904878528","doi":"10.1371/journal.pone.0293638.s002","title":"Surgery type classification.","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Comorbidity; Logistic regression; Incidence (geometry); Odds ratio; Risk factor; Multivariate analysis; Acute coronary syndrome; Heart failure","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":[0.0003075753,0.0007154209,0.0004376293,0.004702832,0.0007836235,0.0008712606,0.001135042,0.0004457507,0.05189814],"category_scores_gemma":[0.001960668,0.0001960047,0.0008705163,0.006882924,0.0003330444,0.0003701529,0.0007494411,0.0008780637,0.01346919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003249444,"about_ca_system_score_gemma":0.007650734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4543021,"about_ca_topic_score_gemma":0.5542701,"domain_scores_codex":[0.9991974,0.00003206312,0.0001044596,0.00008204762,0.0002904511,0.0002936053],"domain_scores_gemma":[0.9984314,0.00006029335,0.0005275061,0.00007080133,0.0006386663,0.0002713075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005697076,0.00009315653,0.3075185,0.00158694,0.0002167058,0.000490465,0.0005202905,0.0007600206,0.0008654646,0.0025866,0.5967292,0.08806292],"study_design_scores_gemma":[0.0001710862,0.0001106328,0.6454238,0.00105668,0.0001031812,0.001478763,0.0007735757,0.0008564066,0.0001857322,0.001157791,0.3486396,0.00004265644],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.0837307,0.0121237,0.001312331,0.002298691,0.001990974,0.0008119447,0.7469305,0.0006995905,0.1501016],"genre_scores_gemma":[0.2669676,0.008898246,0.003380975,0.002204097,0.0005476639,0.0006028372,0.6332952,0.000272371,0.08383104],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4543021,"threshold_uncertainty_score":0.9033155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1741168889627886,"score_gpt":0.332783808996965,"score_spread":0.1586669200341764,"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."}}