{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001568525,0.0001063403,0.0001536992,0.0004649408,0.00414577,0.000185095,0.003640835,0.00003530912,0.0004992354],"category_scores_gemma":[0.000429193,0.00009983198,0.00004996083,0.000381271,0.00005425096,0.004015302,0.002748229,0.0005689676,0.00001474187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003092436,"about_ca_system_score_gemma":0.002572578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004800969,"about_ca_topic_score_gemma":0.0001748644,"domain_scores_codex":[0.9967828,0.000146139,0.000687011,0.0003987721,0.001561864,0.0004233571],"domain_scores_gemma":[0.9974601,0.0001942301,0.000632555,0.0004197368,0.001140022,0.0001534094],"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":[0.0001150398,0.00005116017,0.8500556,0.0001201229,0.00001837988,0.000004564815,0.001591003,0.0001760114,0.00002752137,0.0007970762,0.1063241,0.04071941],"study_design_scores_gemma":[0.001025324,0.0000443825,0.4955225,0.00004684118,0.000005904174,0.000007446112,0.001606553,0.0005518453,7.606881e-7,0.0007145909,0.5003468,0.0001271011],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7739124,0.001411016,0.01527651,0.05990452,0.1057874,0.006951264,0.01203538,0.0003883021,0.02433326],"genre_scores_gemma":[0.9506949,0.0001417278,0.006171567,0.03031804,0.00192022,0.000258033,0.008802099,0.00004421176,0.001649178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3940227,"threshold_uncertainty_score":0.9971507,"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."}}