{"id":"W4404706674","doi":"10.1007/s12630-024-02869-0","title":"The anesthesia human resources crisis in Canada","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Children's Hospital of Eastern Ontario","funders":"","keywords":"Workforce; Postponement; Medicine; Human resources; Closure (psychology); Human services; Health care; Business; Nursing; Economic growth; Political science; Economics; Management; Marketing","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","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004728881,0.0005250837,0.0008824065,0.001011771,0.003606092,0.0003976688,0.001650656,0.000349145,0.0006302583],"category_scores_gemma":[0.000297692,0.0003851253,0.0002758783,0.001377586,0.0002469893,0.0005036803,0.00001913513,0.003729813,0.00006288597],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01089816,"about_ca_system_score_gemma":0.05369924,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9790407,"about_ca_topic_score_gemma":0.9981446,"domain_scores_codex":[0.9920695,0.001227101,0.002535786,0.0003859811,0.001052445,0.002729177],"domain_scores_gemma":[0.993013,0.0009469503,0.000899406,0.0005065872,0.0008235521,0.003810496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006948927,0.000007932939,0.03654031,0.0001533244,0.00007001864,0.7303331,0.006104005,0.000195885,0.000002754918,0.002352085,0.2220916,0.002079487],"study_design_scores_gemma":[0.0003720185,0.0002289689,0.01332457,0.001452253,0.00005305476,0.4671794,0.02091994,0.0000345913,0.000002380762,0.001089085,0.4950181,0.0003255722],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9183139,0.01446318,0.000001383812,0.06385635,0.00121902,0.0003916934,0.000005793425,0.00002159697,0.001727093],"genre_scores_gemma":[0.9945785,0.0004422849,0.00005660568,0.001031088,0.001620121,0.00001608265,0.000003660082,0.0001152882,0.002136371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2729265,"threshold_uncertainty_score":0.99986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02028619200098571,"score_gpt":0.3096727674428406,"score_spread":0.2893865754418549,"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."}}