{"id":"W4385075353","doi":"10.5489/cuaj.8287","title":"Quantitative and qualitative impact of physician assistants in a Canadian urology setting","year":2023,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Nursing Roles and Practices","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Workload; Family medicine; Health care; Workforce; Nursing","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":[0.007260423,0.0003335152,0.0003050399,0.002407899,0.008885243,0.003057247,0.001507532,0.0006196866,0.002992176],"category_scores_gemma":[0.02133251,0.0002801493,0.0003139847,0.002707447,0.003858318,0.0008195887,0.00243501,0.000986067,0.0001899812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0556141,"about_ca_system_score_gemma":0.05696056,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8738142,"about_ca_topic_score_gemma":0.9300579,"domain_scores_codex":[0.9899585,0.003622597,0.0003116612,0.0006919078,0.002867331,0.002547999],"domain_scores_gemma":[0.9759073,0.006751793,0.00315614,0.0003151059,0.008290892,0.005578869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000204463,0.0002461009,0.2427726,0.0005432265,0.0000340978,0.0007082857,0.7126113,0.0001894524,0.001182253,0.0008488457,0.0069159,0.03374355],"study_design_scores_gemma":[0.0000107202,0.0001655944,0.3349674,0.0001860144,0.00001287266,0.0001412807,0.6478967,0.0001754589,0.000330801,0.00008041701,0.01598369,0.00004910555],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989488,0.0003149132,0.0002363304,0.001245233,0.00004115698,0.000250822,0.00086392,0.00001402621,0.007545509],"genre_scores_gemma":[0.9964826,0.0002962436,0.0005005401,0.0004242446,0.00002018627,0.0001322962,0.0002146756,0.000008151949,0.001920915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8738142,"threshold_uncertainty_score":0.4035104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0692339661494281,"score_gpt":0.4684378923766104,"score_spread":0.3992039262271823,"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."}}