{"id":"W2580029838","doi":"10.1007/s40140-017-0195-8","title":"Systematizing Safety in the Low-Resource Operating Theater","year":2017,"lang":"en","type":"article","venue":"Current anesthesiology reports","topic":"Global Health and Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Psychological intervention; Checklist; Medicine; Patient safety; Resource (disambiguation); Backup; Best practice; Electricity; Intervention (counseling); Operations management; Risk analysis (engineering); Business; Nursing; Computer science; Health care; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.00229143,0.0001488881,0.0004564242,0.00005570542,0.0004558557,0.00004178638,0.0001509325,0.000108159,0.00002088372],"category_scores_gemma":[0.0006926898,0.00008357195,0.00009577088,0.00004295524,0.0001149811,0.00006307259,0.00004484116,0.0003030722,0.00002463692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003959516,"about_ca_system_score_gemma":0.0001087406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003466624,"about_ca_topic_score_gemma":0.000006405222,"domain_scores_codex":[0.9982076,0.0002196804,0.0006626771,0.0003021997,0.0001769043,0.0004309319],"domain_scores_gemma":[0.9984189,0.0001582737,0.0003436554,0.0009268671,0.00004754848,0.0001047463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000467773,0.00006879807,0.9880603,0.0004517802,0.000005593301,0.003543102,0.0004168149,0.000002951709,0.00005791233,0.0001179646,0.0014321,0.00579592],"study_design_scores_gemma":[0.0003801598,0.00008510653,0.947144,0.001478868,0.00002988316,0.01059494,0.0003472978,0.00010937,0.00006054483,0.0001083514,0.03951441,0.0001470587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913709,0.001468805,0.00000385304,0.001755521,0.0005167846,0.0005675669,4.171794e-7,0.00002824118,0.004287874],"genre_scores_gemma":[0.9987553,0.00003688481,0.0000210784,0.0008149683,0.0002320891,0.00004357321,0.00001871297,0.00001016735,0.00006717491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04091628,"threshold_uncertainty_score":0.350612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03661121094045325,"score_gpt":0.334518018195796,"score_spread":0.2979068072553428,"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."}}