{"id":"W2800350130","doi":"10.1503/cmaj.109-5599","title":"Outdated contract for rural doctors is affecting patient care","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rural health; Rural area; Medicine; Business; Family medicine; Patient care; Rural population; Nursing; Medical emergency; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001680615,0.0001506911,0.0002981137,0.0001338412,0.002320151,0.00003855854,0.0002087132,0.0007032844,0.009695156],"category_scores_gemma":[0.004632179,0.0001336056,0.0001088475,0.00022647,0.00004081961,0.0001256359,0.00002045871,0.00130537,0.000554695],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004134748,"about_ca_system_score_gemma":0.004658601,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01571605,"about_ca_topic_score_gemma":0.1214246,"domain_scores_codex":[0.9962643,0.0005050453,0.0008256111,0.0001607088,0.0009589981,0.001285307],"domain_scores_gemma":[0.9941964,0.0008184109,0.0005886023,0.0001161961,0.00190148,0.002378916],"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":[0.00003588487,0.00001140022,0.2963646,0.00005436073,0.00006816465,0.00002765735,0.02135975,4.758151e-7,0.00000340048,0.0001389106,0.6112686,0.07066678],"study_design_scores_gemma":[0.001496776,0.0003374267,0.02818733,0.0006192421,0.00002572236,0.00001644757,0.02903616,0.0001641503,0.00001238915,0.0001141288,0.9398093,0.0001809857],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9582196,0.0003319952,0.00005754544,0.02399614,0.007498966,0.0009331074,0.0001896351,0.00006061099,0.008712385],"genre_scores_gemma":[0.9587755,0.00003275587,0.000159217,0.03611477,0.004344587,0.0000308574,0.00003592558,0.00002576483,0.0004806794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3285406,"threshold_uncertainty_score":0.9996882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01836601353870516,"score_gpt":0.3903240450181826,"score_spread":0.3719580314794774,"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."}}