{"id":"W4378373981","doi":"10.1177/08404704231173612","title":"Physician ratings of physician assistant competencies and their experiences and satisfaction working with physician assistants: Results from the supervising physician survey in Ontario, Canada","year":2023,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Nursing Roles and Practices","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McMaster University","funders":"","keywords":"Mentorship; Physician assistants; Economic shortage; Health care; Nursing; Family medicine; Medicine; Job satisfaction; Medical education; Psychology; Nurse practitioners; Political science","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":[0.001002583,0.00009353935,0.000144958,0.0005044018,0.001065259,0.0006249195,0.0003553453,0.0002002043,0.001672031],"category_scores_gemma":[0.004681282,0.0001382776,0.0001799386,0.0008170895,0.0004671252,0.000230911,0.0004762941,0.0003187562,0.0001603248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005512938,"about_ca_system_score_gemma":0.008170298,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8925951,"about_ca_topic_score_gemma":0.9505231,"domain_scores_codex":[0.999002,0.0001630624,0.00007337613,0.00006638723,0.0004663944,0.0002287528],"domain_scores_gemma":[0.9936596,0.0006226383,0.001677683,0.0000777417,0.002211166,0.001751214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002661735,0.0000305993,0.9923049,0.00001482955,0.000007809734,0.00005101083,0.003152735,0.00002686621,0.0001443865,0.00001129585,0.000793188,0.00343586],"study_design_scores_gemma":[0.000001785652,0.0000236576,0.9963661,0.000007267866,0.000001539525,0.00002076727,0.003040324,0.00004106143,0.00001773138,0.000001609778,0.0004759683,0.000002191655],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979113,0.000126691,0.00004034064,0.0002466606,0.000004358634,0.0000162454,0.0003450424,0.000004135058,0.001305171],"genre_scores_gemma":[0.9987778,0.0001656751,0.00007872618,0.00008774068,0.000004190203,0.00001001599,0.00020353,0.000001738928,0.0006705434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1074049,"threshold_uncertainty_score":0.2160748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06788844633344691,"score_gpt":0.318203133528664,"score_spread":0.250314687195217,"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."}}