{"id":"W4416867146","doi":"10.15353/cjo.v87i4.6550","title":"Factors Associated with Performance Among Optometrists in Alberta, Canada:","year":2025,"lang":"","type":"article","venue":"Canadian journal of optometry/CJO. Canadian journal of optometry","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Physicians and Surgeons of Ontario; University of Alberta","funders":"","keywords":"Logistic regression; Graduation (instrument); Cohort; Competence (human resources); Logit; MEDLINE; Cohort study","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":[0.003586146,0.0003964524,0.000360713,0.002647115,0.001252486,0.001549607,0.001634783,0.0005459998,0.001151714],"category_scores_gemma":[0.01431398,0.0003839391,0.0003991554,0.004383009,0.0007612906,0.0005071955,0.0009856978,0.0007614398,0.0002104855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01475666,"about_ca_system_score_gemma":0.02682117,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9470812,"about_ca_topic_score_gemma":0.9680778,"domain_scores_codex":[0.9960976,0.0004064267,0.0003050302,0.0005387404,0.002036687,0.0006154539],"domain_scores_gemma":[0.9828572,0.002089482,0.005592924,0.0005500962,0.006780773,0.002129497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001974442,0.00001251973,0.9972951,0.00002558687,0.00001597066,0.0000349385,0.0002433186,0.00006490561,0.00004978119,0.00001109785,0.0003323932,0.001894613],"study_design_scores_gemma":[0.000001513824,0.00001375223,0.9988084,0.00003314302,0.00001246044,0.00004904587,0.0004696757,0.0002729362,0.0000423803,0.000008426717,0.0002843105,0.000003978097],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937285,0.001459428,0.0002430792,0.0005397366,0.00002120048,0.00006138892,0.002265258,0.00002264808,0.001658827],"genre_scores_gemma":[0.99783,0.0004782533,0.0003734214,0.00007735223,0.00001284055,0.00001856884,0.0007891602,0.000006338731,0.0004140242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05291879,"threshold_uncertainty_score":0.1070676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03518174008571328,"score_gpt":0.3663420024407507,"score_spread":0.3311602623550374,"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."}}