{"id":"W4413226170","doi":"10.21203/rs.3.rs-7222819/v1","title":"To stay or leave: An integrative review of factors, personas, and recommendations for retaining family physicians in Canada","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"Ministry of Health, Saskatchewan; Department of Agriculture, Food and the Marine, Ireland; Saskatchewan Health Research Foundation","keywords":"Psychology; Autonomy; Inclusion (mineral); Nursing; Persona; Licensure; Medicine; Family medicine; Medical education; Political science; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.01913434,0.0005226431,0.001616329,0.0075206,0.009162291,0.00724343,0.004495372,0.001973478,0.002794579],"category_scores_gemma":[0.0469184,0.0006140864,0.0016955,0.0184034,0.003840341,0.002647212,0.0030056,0.003589882,0.0002045598],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1120808,"about_ca_system_score_gemma":0.4512982,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9856338,"about_ca_topic_score_gemma":0.9958616,"domain_scores_codex":[0.9907187,0.001623175,0.001144369,0.0005887585,0.004328166,0.001596846],"domain_scores_gemma":[0.9555463,0.01096931,0.004701611,0.0006406148,0.02200835,0.006133835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004624026,0.0003637662,0.2348453,0.03602288,0.0009719073,0.0003401886,0.02793266,0.0008504848,0.0002135929,0.01244128,0.08311965,0.6024358],"study_design_scores_gemma":[0.0001690188,0.000185044,0.5888149,0.126206,0.002627677,0.0002797011,0.08622263,0.0006780355,0.0003162379,0.002514959,0.1916153,0.0003705233],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.078733,0.8357309,0.0006479442,0.06996167,0.0018273,0.0003671538,0.002611558,0.00004413969,0.01007644],"genre_scores_gemma":[0.2376508,0.7450317,0.003701271,0.00986281,0.0004334991,0.0003114716,0.001321356,0.00004301323,0.001643966],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8879192,"threshold_uncertainty_score":0.8132068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2347535075193402,"score_gpt":0.579047817250768,"score_spread":0.3442943097314278,"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."}}