{"id":"W3121462649","doi":"","title":"The Case of the Vanishing Quebec Physicians: How to Improve Access to Care","year":2014,"lang":"en","type":"article","venue":"C.D. Howe Institute Commentary","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Family medicine; Primary care; Family doctors; Health care; Population; Medicine; Demography; Work (physics); Public health; Geography; Nursing; Political science; Sociology; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005805711,0.0002340576,0.0003636361,0.00006684372,0.003164567,0.00008415835,0.001274251,0.0001110858,0.00002354242],"category_scores_gemma":[0.0002905494,0.0001451574,0.0001380378,0.0003524758,0.0001164895,0.0005521954,0.001422565,0.0006774733,0.00004048298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009423221,"about_ca_system_score_gemma":0.0005869875,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03466314,"about_ca_topic_score_gemma":0.3157903,"domain_scores_codex":[0.9977777,0.000477156,0.0004796327,0.0003326789,0.0002394117,0.0006934461],"domain_scores_gemma":[0.9973516,0.0007370218,0.000262757,0.001191859,0.0002330102,0.0002236884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007366362,0.00003558759,0.00828726,0.0004165342,0.00004625938,0.00003287321,0.01014328,0.00002089538,0.0003350383,0.002153792,0.7844051,0.1940497],"study_design_scores_gemma":[0.0005571176,0.00008897097,0.008346686,0.0002478629,0.0000421588,0.000004351142,0.0112552,0.000009139708,0.0005631013,0.0001741276,0.978512,0.0001992925],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3893491,0.0003265732,0.0007738475,0.5883632,0.01079244,0.003073264,0.0001791845,0.00009519463,0.007047202],"genre_scores_gemma":[0.6601389,0.00003511425,0.0003093335,0.3373127,0.001044155,0.0003018194,0.0000249916,0.00003058927,0.0008024033],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2811271,"threshold_uncertainty_score":0.9981332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04222798746395821,"score_gpt":0.3990519913616261,"score_spread":0.3568240038976678,"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."}}