{"id":"W4417137787","doi":"10.1016/j.ijoa.2025.104831","title":"Reframing obstetric anesthesia workforce surveys for regional and global impact","year":2025,"lang":"en","type":"editorial","venue":"International Journal of Obstetric Anesthesia","topic":"Global Health and Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Cognitive reframing; Workforce; Obstetric anesthesia; Obstetric labor complication; Cesarean delivery; MEDLINE","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":[],"consensus_categories":[],"category_scores_codex":[0.03738585,0.005092838,0.006085255,0.008899949,0.006920931,0.01832752,0.006508064,0.03466698,0.01864979],"category_scores_gemma":[0.1358641,0.002551319,0.004380229,0.004867623,0.004397974,0.01027832,0.004876611,0.03214692,0.01231096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006434077,"about_ca_system_score_gemma":0.01126224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005352174,"about_ca_topic_score_gemma":0.01687675,"domain_scores_codex":[0.9735974,0.006916201,0.00444613,0.001980265,0.01154557,0.001514433],"domain_scores_gemma":[0.8133321,0.08753721,0.009535848,0.004067301,0.06736269,0.01816473],"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":[0.00001499283,0.000008770068,0.00005986913,0.0001904058,0.00002243327,0.00005314967,0.00003306842,0.00001466317,0.00001839035,0.00014905,0.9955251,0.003910132],"study_design_scores_gemma":[0.0001235478,0.00004453572,0.0008886836,0.001838437,0.0001917537,0.0002196943,0.0004504113,0.0002855326,0.00008680079,0.002020775,0.9937981,0.00005180675],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001955984,0.001702183,0.00008969367,0.05468447,0.9429582,0.00001363314,0.00004516722,0.00003224267,0.0004548609],"genre_scores_gemma":[0.0002942052,0.001973162,0.0001774663,0.03819319,0.9566616,0.00003611314,0.0000325121,0.0000435118,0.002588186],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03738585,"threshold_uncertainty_score":0.1977177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02134605128953703,"score_gpt":0.3394428058151326,"score_spread":0.3180967545255955,"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."}}