{"id":"W3194724832","doi":"10.1371/journal.pmed.1003749","title":"Global surgery, obstetric, and anaesthesia indicator definitions and reporting: An Utstein consensus report","year":2021,"lang":"en","type":"article","venue":"PLoS Medicine","topic":"Global Health and Surgery","field":"Medicine","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Laerdal Foundation for Acute Medicine; World Health Organization","keywords":"Medicine; Comparability; Perioperative; Health care; Workforce; Medical emergency; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3901523,0.003218885,0.004376797,0.03029048,0.002880129,0.00932463,0.01640219,0.007969497,0.003184323],"category_scores_gemma":[0.3422751,0.002395362,0.006678186,0.02361856,0.005755822,0.007924194,0.01692279,0.00955818,0.002616948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02526024,"about_ca_system_score_gemma":0.1092795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03990865,"about_ca_topic_score_gemma":0.02341397,"domain_scores_codex":[0.7116181,0.1200597,0.08774281,0.01015329,0.06137091,0.009055144],"domain_scores_gemma":[0.589431,0.124895,0.0541634,0.02524899,0.1934302,0.01283145],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003113193,0.0003181661,0.01974223,0.03345652,0.0007959068,0.0006581153,0.009622729,0.005257246,0.001635759,0.05746283,0.4060749,0.4646644],"study_design_scores_gemma":[0.0002262534,0.0003473583,0.02754812,0.1114918,0.00113962,0.0009772988,0.004539504,0.006357999,0.003623805,0.02968462,0.8135519,0.0005117467],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.01639695,0.1862305,0.2771349,0.3893359,0.02795192,0.02291719,0.02813111,0.0042784,0.04762305],"genre_scores_gemma":[0.06688777,0.09381018,0.7016317,0.0481646,0.00329031,0.03242023,0.04306535,0.001456071,0.009273827],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6098477,"threshold_uncertainty_score":0.7520508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1273641364397685,"score_gpt":0.3416982063923613,"score_spread":0.2143340699525928,"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."}}