{"id":"W2556601647","doi":"10.36834/cmej.36772","title":"Physician recruitment and retention in New Brunswick: a medical student perspective","year":2016,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon Health Network; Dalhousie University","funders":"","keywords":"Perspective (graphical); Spouse; Medical education; Descriptive statistics; Medical school; Medical practice; Family medicine; Psychology; Clinical Practice; Medicine; Computer science; Sociology","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":[0.003255422,0.0001590461,0.0003139234,0.001203632,0.007621852,0.00350867,0.001507419,0.0009481519,0.005240666],"category_scores_gemma":[0.006859732,0.0002221608,0.0002204615,0.00283578,0.002551962,0.0009695644,0.002511925,0.002049523,0.0003442421],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04472538,"about_ca_system_score_gemma":0.1654366,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9531993,"about_ca_topic_score_gemma":0.9835331,"domain_scores_codex":[0.9964244,0.0008030444,0.0001104229,0.0001219628,0.0007206449,0.001819456],"domain_scores_gemma":[0.9894487,0.001118407,0.001053121,0.00008993511,0.001744509,0.006545377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001826124,0.0006677099,0.7739358,0.0005819799,0.00004904369,0.00159305,0.07825942,0.0004420403,0.0008037947,0.008279045,0.03444926,0.1007562],"study_design_scores_gemma":[0.00005185596,0.0002502608,0.6670159,0.0009099969,0.00003056058,0.0004075957,0.2707679,0.0004735521,0.0002849319,0.001003583,0.05872186,0.00008198145],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8319261,0.005159559,0.0003600375,0.1263316,0.0003004133,0.0001690864,0.0003975928,0.00002053114,0.03533514],"genre_scores_gemma":[0.9821954,0.004229632,0.0004085892,0.006984956,0.0001073386,0.00005033988,0.0001654657,0.000008203039,0.005849991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9552746,"threshold_uncertainty_score":0.3245069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03781041604956167,"score_gpt":0.3669743592656263,"score_spread":0.3291639432160646,"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."}}