{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001212318,0.0002184516,0.0009841131,0.0001742968,0.0001565485,0.00001484819,0.00002973628,0.0001622826,0.0001118735],"category_scores_gemma":[0.01581664,0.0001801418,0.00006315435,0.000639953,0.000335999,0.00004509036,0.00003907751,0.0001995069,0.000006413681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008056612,"about_ca_system_score_gemma":0.000798974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002137014,"about_ca_topic_score_gemma":0.00005349784,"domain_scores_codex":[0.9967369,0.000124881,0.001543938,0.0005684528,0.0005332276,0.000492621],"domain_scores_gemma":[0.9966622,0.0005064699,0.0008121599,0.0005286229,0.0002918039,0.001198769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000906318,0.0002429793,0.9415349,0.0003722499,0.00007172664,0.039045,0.0001174297,4.557847e-8,0.0002187638,0.0007680016,0.01019407,0.007344162],"study_design_scores_gemma":[0.0013791,0.0003734408,0.9288287,0.0007596497,0.0004068622,0.05279413,0.001140952,0.0000513097,0.0001734111,0.0009942722,0.0128366,0.0002615959],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709727,0.008576598,0.000009505446,0.01449358,0.0002920557,0.000250275,0.00001776969,0.0001230964,0.005264411],"genre_scores_gemma":[0.9937657,0.00133951,0.0006644166,0.003552345,0.0002623289,0.0000162255,0.0002283146,0.00001987254,0.0001512818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.022793,"threshold_uncertainty_score":0.9924735,"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."}}