{"id":"W4402400292","doi":"10.1007/s12630-024-02812-3","title":"The evolution and formalization of anesthesia assistant roles across Canada","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Nursing Roles and Practices","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Providence Health Care; Izaak Walton Killam Health Centre; University of Alberta Hospital; Memorial University of Newfoundland; University of Saskatchewan; University of British Columbia; York Central Hospital; McGill University Health Centre; McGill University; Dalhousie University; Western University; University of Toronto; Alberta Health Services; London Health Sciences Centre; University of Manitoba","funders":"","keywords":"Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007849324,0.0002583422,0.0004540005,0.004473865,0.01241768,0.007131327,0.003742662,0.001475208,0.004557399],"category_scores_gemma":[0.03376313,0.0008183426,0.0005034229,0.00676868,0.006087721,0.001758492,0.003623388,0.003133467,0.0003223802],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1946416,"about_ca_system_score_gemma":0.3139827,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9905985,"about_ca_topic_score_gemma":0.996273,"domain_scores_codex":[0.9840996,0.001977965,0.0006291246,0.001452892,0.005532414,0.006308004],"domain_scores_gemma":[0.9220894,0.007741218,0.006194364,0.002097055,0.04425367,0.0176242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007170627,0.0004718171,0.3756141,0.0006462214,0.0001420489,0.001077512,0.1693091,0.003423547,0.00578381,0.09596044,0.02735965,0.3194948],"study_design_scores_gemma":[0.00003621068,0.0001258618,0.8454228,0.0005461034,0.0000231323,0.0002137876,0.05269899,0.001611183,0.0005322755,0.001444531,0.09723412,0.0001109775],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9074372,0.005399658,0.002711949,0.02141468,0.0003575635,0.0003584473,0.001077959,0.000176409,0.0610662],"genre_scores_gemma":[0.987896,0.001002876,0.001224483,0.001097939,0.00002021944,0.00003556903,0.0002100534,0.00004276571,0.008470099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9905985,"threshold_uncertainty_score":0.9341016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01541017805728493,"score_gpt":0.3016401912824858,"score_spread":0.2862300132252008,"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."}}