{"id":"W4385327354","doi":"10.1177/08404704231182260","title":"The best defence is a good offence: Ensuring equitable access to primary care in Canada","year":2023,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Simon Fraser University","funders":"","keywords":"Transparency (behavior); Business; Health care; Workforce; Public relations; Primary care; Economics; Economic growth; Medicine; Political science; Family medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001147858,0.0003083632,0.0004707418,0.0003416357,0.002698742,0.00006102813,0.001185805,0.0001282739,0.00007492946],"category_scores_gemma":[0.00005087963,0.0002566531,0.00007055339,0.001745119,0.00002610043,0.0002566543,0.002513468,0.0007875973,0.0005620839],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007943045,"about_ca_system_score_gemma":0.006486117,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.809321,"about_ca_topic_score_gemma":0.9847929,"domain_scores_codex":[0.9940678,0.0003706597,0.001029231,0.0006686559,0.0008838978,0.002979759],"domain_scores_gemma":[0.99755,0.0006018716,0.0002254641,0.0009742947,0.0002041704,0.0004441694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008795897,0.00001186576,0.5861344,0.005305226,0.00002479581,0.0001293432,0.001978663,0.00003552494,9.931782e-7,0.00336324,0.3159564,0.08697154],"study_design_scores_gemma":[0.0005880553,0.00008337633,0.2907099,0.000682559,0.00001287259,6.993142e-7,0.04809242,0.0000237125,0.000004892893,0.0004725869,0.6590294,0.0002994977],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1828214,0.005982202,0.00005837715,0.605793,0.007581669,0.01081127,0.0004144543,0.0005397454,0.1859979],"genre_scores_gemma":[0.7354164,0.005094685,0.0001709336,0.2414567,0.000228681,0.002628812,0.0001542935,0.0001007695,0.01474875],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.552595,"threshold_uncertainty_score":0.9999886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06701720256706385,"score_gpt":0.4031166708449378,"score_spread":0.336099468277874,"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."}}