{"id":"W2775568464","doi":"","title":"Factors Influencing Family Medicine Resident Retention and Newly Graduated Physicians’ First Practice Location","year":2017,"lang":"en","type":"article","venue":"Journal of New Brunswick Studies / Revue d’études sur le Nouveau-Brunswick","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Dalhousie University; University of New Brunswick","funders":"","keywords":"Economic shortage; Medical practice; Family medicine; Medicine; Medical education; Government (linguistics)","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":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.003224284,0.0007753434,0.002038143,0.000429525,0.004569788,0.00011945,0.0009966136,0.0004152919,0.00002061702],"category_scores_gemma":[0.01148099,0.000643397,0.0002638303,0.0004987121,0.0005409077,0.002489558,0.000557026,0.001948472,0.00003684807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001557273,"about_ca_system_score_gemma":0.005483403,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09492723,"about_ca_topic_score_gemma":0.1041318,"domain_scores_codex":[0.9925973,0.0008732493,0.003287206,0.0007528621,0.001237973,0.001251366],"domain_scores_gemma":[0.983659,0.002529954,0.007597401,0.001185501,0.004376875,0.0006513253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002145439,0.0006263378,0.5868028,0.006258503,0.002613953,0.0004323735,0.2059185,0.0008746094,0.000898761,0.01047441,0.1781395,0.004814775],"study_design_scores_gemma":[0.005448885,0.001253352,0.7047258,0.01534304,0.0006741527,0.00008027985,0.1472969,0.00009421659,0.00004162451,0.0006702835,0.1237018,0.0006696961],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9191548,0.01589369,0.0001402561,0.05754873,0.004088478,0.001302709,0.000003121294,0.0001164756,0.001751805],"genre_scores_gemma":[0.9700904,0.02022344,0.001246252,0.002330191,0.002965725,0.000009583407,0.00001200572,0.0001183553,0.003003997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.117923,"threshold_uncertainty_score":0.9996017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1476779108100956,"score_gpt":0.4100565719337234,"score_spread":0.2623786611236278,"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."}}