{"id":"W3158534270","doi":"10.9778/cmajo.20200102","title":"Family physician perspectives on primary care reform priorities: a cross-sectional survey","year":2021,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"British Columbia Academic Health Science Network; University of British Columbia; Simon Fraser University; Vancouver Coastal Health; Providence Health Care","funders":"Providence Health Care","keywords":"Burnout; Family medicine; Cross-sectional study; Economic shortage; Logistic regression; Demographics; Medicine; Per capita; Primary care; Nursing; Psychology; Demography; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008098193,0.0002307602,0.0005052846,0.00007736573,0.00159988,0.0001203632,0.0005875599,0.0002494932,0.0004750479],"category_scores_gemma":[0.0001532035,0.0002074459,0.0001248026,0.0003162433,0.00008898111,0.0004415529,0.0007769264,0.0008752832,0.0007980753],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004555922,"about_ca_system_score_gemma":0.006667785,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007394614,"about_ca_topic_score_gemma":0.003431404,"domain_scores_codex":[0.9970725,0.0006786864,0.0005518802,0.0006406363,0.0004088357,0.0006475],"domain_scores_gemma":[0.9973989,0.0005697956,0.0001924067,0.0006966555,0.00095838,0.00018391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005137814,0.0001521845,0.9497954,0.0008181274,0.00008201311,0.00004447843,0.01428877,0.000001736965,0.0001419948,0.007218956,0.02307894,0.003863601],"study_design_scores_gemma":[0.001081121,0.00009758383,0.892457,0.00009594939,0.000005045493,0.000001002371,0.02482681,4.176739e-7,0.00002020208,0.000225238,0.08097065,0.0002189842],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.371056,0.001495846,0.000009088684,0.000665191,0.001351557,0.00091887,0.000500895,0.00008805243,0.6239145],"genre_scores_gemma":[0.7273014,0.001003039,0.0009739174,0.1835505,0.002533118,0.0007965133,0.002596214,0.0001705483,0.08107486],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5428396,"threshold_uncertainty_score":0.9999799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1176255393386174,"score_gpt":0.4658975958954983,"score_spread":0.3482720565568809,"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."}}