{"id":"W3003444965","doi":"10.12927/hcq.2020.26084","title":"Nova Scotia Needs Doctors: How Do We Attract and Keep Them?","year":2020,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University","funders":"","keywords":"Nova scotia; Business; Best practice; Nursing; Public relations; Marketing; Medicine; Management; Political science; Sociology; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.004914932,0.0002719183,0.0003498071,0.0006959271,0.01467744,0.005766241,0.001517354,0.002175319,0.005183203],"category_scores_gemma":[0.01490663,0.0003415667,0.0002348831,0.001290063,0.004041479,0.002004987,0.004766798,0.003111501,0.0009129007],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03184222,"about_ca_system_score_gemma":0.1156327,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8283883,"about_ca_topic_score_gemma":0.9499537,"domain_scores_codex":[0.9954438,0.001034621,0.0001498551,0.0002339548,0.0007725197,0.002365172],"domain_scores_gemma":[0.9808263,0.001552119,0.001561115,0.0002210699,0.002301746,0.01353765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003078709,0.000366959,0.3658156,0.002073367,0.00006794794,0.005334689,0.2142154,0.0001655762,0.002051847,0.006867134,0.2003719,0.2023617],"study_design_scores_gemma":[0.00006934408,0.000270301,0.3999721,0.001741856,0.00005092376,0.0008832546,0.4557696,0.0001027507,0.0002173718,0.001511143,0.1393226,0.00008887489],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4655063,0.008170255,0.0002899888,0.4975297,0.001516306,0.0002669838,0.0003613075,0.00002962734,0.02632957],"genre_scores_gemma":[0.9018741,0.008912946,0.001736889,0.06570964,0.0004576193,0.0001530676,0.0002829591,0.00002612426,0.0208467],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9681578,"threshold_uncertainty_score":0.3452446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1067309437740698,"score_gpt":0.3972334743894289,"score_spread":0.2905025306153591,"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."}}