{"id":"W4416783285","doi":"10.1111/pan.70086","title":"Error Traps in Global Anesthesia","year":2025,"lang":"en","type":"article","venue":"Pediatric Anesthesia","topic":"Global Health and Surgery","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; Georgetown Hospital","funders":"","keywords":"Global health; Public health; American society of anesthesiologists; Regional anesthesia; Patient safety; MEDLINE; Anesthesiology","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":[0.0004362898,0.0002077886,0.0004668498,0.0002541785,0.00006105087,0.00001404389,0.0001248748,0.0002330653,0.0000689918],"category_scores_gemma":[0.00008983201,0.0001890649,0.0001223192,0.001502852,0.00004076516,0.00006204192,0.00001022871,0.0002297903,0.0001485466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001972718,"about_ca_system_score_gemma":0.0006775986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002126987,"about_ca_topic_score_gemma":0.00001812953,"domain_scores_codex":[0.9981811,0.00008090776,0.0004692209,0.0003504012,0.0002709682,0.0006474037],"domain_scores_gemma":[0.9991874,0.00009840899,0.00006697421,0.0003143788,0.00005983595,0.000273018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002766695,0.0002303294,0.9706859,0.0002443842,0.000005580818,0.002476234,0.00004577767,0.000001540774,0.000001064385,0.001452246,0.01926037,0.005319887],"study_design_scores_gemma":[0.001087111,0.00008910283,0.9272879,0.00003439112,0.00008544776,0.001159779,0.00006876405,0.0001159366,0.000002683901,0.0005511915,0.0693639,0.0001537655],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789841,0.002914882,0.00002459454,0.01073343,0.00007738926,0.0004057702,0.000001116221,0.000129005,0.00672973],"genre_scores_gemma":[0.9902885,0.0003226773,0.0002388819,0.00781075,0.0002275183,0.00003455713,0.00001759177,0.0000121119,0.001047427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05010353,"threshold_uncertainty_score":0.7709844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01181870742347747,"score_gpt":0.2966885831600868,"score_spread":0.2848698757366094,"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."}}