{"id":"W4392650784","doi":"10.1111/pan.14872","title":"Pediatric anesthesia in North America","year":2024,"lang":"en","type":"review","venue":"Pediatric Anesthesia","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; Hospital for Sick Children","funders":"","keywords":"Medicine; Accreditation; Workforce; Economic shortage; Perioperative; Specialty; Anesthesiology; Patient safety; Family medicine; Nursing; Medical emergency; Medical education; Anesthesia; Health care; Economic growth; Government (linguistics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0006833058,0.00167287,0.00790464,0.002469996,0.0001023798,0.0001501894,0.0006522205,0.001087876,0.0002337015],"category_scores_gemma":[0.0002100181,0.001235538,0.004020258,0.006323163,0.0001286438,0.000145878,0.00008909022,0.001932133,0.005739377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004337936,"about_ca_system_score_gemma":0.001625595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000632166,"about_ca_topic_score_gemma":0.000007215566,"domain_scores_codex":[0.9929529,0.0005401427,0.00218035,0.001693296,0.001262224,0.001371072],"domain_scores_gemma":[0.9959522,0.00125528,0.0006033591,0.001317127,0.0001134224,0.0007585965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001303304,0.0009401726,0.09805448,0.1065178,0.0004690242,0.1954153,0.0004672322,0.000004970394,6.95294e-9,0.0005190928,0.0178245,0.5796571],"study_design_scores_gemma":[0.0004773422,0.0001972007,0.005654674,0.0007421934,0.01435552,0.01884156,0.00002386535,0.000005327352,6.959078e-9,0.000006550616,0.9585267,0.001169047],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001816512,0.9929908,0.000003659459,0.0006382762,0.0001683584,0.00209486,0.000008910662,0.0004919227,0.001786708],"genre_scores_gemma":[0.000075477,0.9890582,0.0002433516,0.0005662868,0.004182958,0.0004427194,0.00037839,0.0003971259,0.004655484],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9407022,"threshold_uncertainty_score":0.9996018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02683150627607524,"score_gpt":0.3080728177324681,"score_spread":0.2812413114563929,"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."}}