{"id":"W4321460984","doi":"10.22605/rrh8149","title":"A meta aggregation of qualitative research on retention of general practitioners in remote Canada and Australia","year":2023,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Medicine; Qualitative research; Nursing; Perception; Psychology; Public relations; Sociology; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004836599,0.0001110148,0.0004437527,0.0002699606,0.0003423256,0.00000265662,0.00005676825,0.0001284727,0.00002802239],"category_scores_gemma":[0.0002510007,0.00008788048,0.00002794752,0.0008434397,0.0001149618,0.00007816057,0.0000514179,0.0005318461,0.000005590503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003741965,"about_ca_system_score_gemma":0.0008882895,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9480441,"about_ca_topic_score_gemma":0.7279325,"domain_scores_codex":[0.9949642,0.002974024,0.0007818203,0.0002219961,0.0005074916,0.0005504089],"domain_scores_gemma":[0.9981202,0.000860922,0.000420597,0.0001621296,0.0002388271,0.0001972949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.006243266,0.0003821487,0.03186609,0.04956207,0.001185618,0.0001185978,0.3341611,0.0008511583,0.00346678,0.09955037,0.1896558,0.2829571],"study_design_scores_gemma":[0.00580276,0.003597156,0.5712698,0.01749078,0.0001406081,0.00001660334,0.3136348,0.01121603,0.0005561931,0.06054751,0.01491828,0.0008094618],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857047,0.0004595486,0.0000070708,0.01230348,0.0001981692,0.0008496144,0.00006023635,0.0000176323,0.000399571],"genre_scores_gemma":[0.9909449,0.003432091,0.0009268678,0.0003048536,0.00005864466,0.00000494237,0.00008334914,0.00001199004,0.00423239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5394037,"threshold_uncertainty_score":0.3583662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3778501899032387,"score_gpt":0.5777947521634749,"score_spread":0.1999445622602362,"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."}}