{"id":"W3092362573","doi":"10.1503/cmaj.76785","title":"Anesthesia assistants — a failed solution since 2005","year":2020,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Registered Nurses' Association of Ontario","funders":"","keywords":"Certification; Anesthesia; Government (linguistics); Medicine; Nurse anesthetist; State government; Political science; Local government; Public administration; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01785685,0.0008532579,0.0008496066,0.0009973571,0.01563806,0.009384382,0.003709811,0.04475206,0.02213931],"category_scores_gemma":[0.05137552,0.0007293542,0.0008372308,0.001449487,0.006427012,0.008622915,0.005770335,0.04330495,0.01073485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01457393,"about_ca_system_score_gemma":0.03263375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03369199,"about_ca_topic_score_gemma":0.07696621,"domain_scores_codex":[0.9787607,0.004043645,0.001763462,0.002734229,0.008491317,0.004206757],"domain_scores_gemma":[0.9327518,0.01777502,0.00401942,0.002009626,0.01924506,0.02419917],"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":[0.00001078682,0.00002248194,0.0004814813,0.0000466098,0.000005506405,0.0003247348,0.000280805,0.00002104373,0.00005417742,0.005867705,0.9788696,0.01401511],"study_design_scores_gemma":[0.00002577682,0.00005472347,0.0009306908,0.0005416599,0.000009614757,0.001161635,0.001921017,0.0001550619,0.00008163905,0.00554988,0.9895318,0.00003650163],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002271375,0.0008890145,0.0001226036,0.990475,0.005547618,0.000003210158,0.00001685479,0.00003244464,0.002686172],"genre_scores_gemma":[0.004302959,0.0009990693,0.0003460033,0.9829348,0.005398098,0.00001427542,0.00002983913,0.00003770035,0.005937311],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04475206,"threshold_uncertainty_score":0.1057418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01061493183386874,"score_gpt":0.2313969986481123,"score_spread":0.2207820668142436,"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."}}