{"id":"W4293243782","doi":"10.23889/ijpds.v7i3.2068","title":"Mapping where patients access primary care providers.","year":2022,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Institute for Clinical Evaluative Sciences","funders":"","keywords":"Referral; Primary care; Health care; Rural area; Geographic information system; Family medicine; Medicine; Geography; Cartography","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":[0.0005707755,0.0003448175,0.0002053916,0.003904757,0.001274133,0.002139173,0.0005895776,0.0004271173,0.02582322],"category_scores_gemma":[0.004226475,0.0002364857,0.0004332842,0.006784497,0.0003463736,0.0009530326,0.00148105,0.0004040807,0.003509172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003138625,"about_ca_system_score_gemma":0.00546874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3786361,"about_ca_topic_score_gemma":0.495533,"domain_scores_codex":[0.9990782,0.0001742807,0.00006982155,0.0001976302,0.0003069393,0.000173172],"domain_scores_gemma":[0.9979807,0.0004851899,0.0004836751,0.0001201601,0.0007303993,0.0001999889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001640786,0.00009945999,0.5712826,0.002052403,0.0001193181,0.000783154,0.0144678,0.001400505,0.00112568,0.01036236,0.1775369,0.2206058],"study_design_scores_gemma":[0.00004982397,0.00006501519,0.6860794,0.0008605847,0.00009234196,0.0006972481,0.02454338,0.003256924,0.0008273357,0.002668222,0.2808029,0.00005680452],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3495752,0.005356655,0.0118778,0.01306501,0.0003655804,0.001190304,0.308681,0.001810736,0.3080776],"genre_scores_gemma":[0.8780848,0.003625284,0.0273995,0.0008608821,0.0001079472,0.0008974032,0.04989569,0.0001783594,0.03895016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3786361,"threshold_uncertainty_score":0.7528644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1463674579748085,"score_gpt":0.5001868040659115,"score_spread":0.353819346091103,"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."}}