{"id":"W4404833386","doi":"10.1186/s12913-024-11977-y","title":"Factors influencing the intention of doctors to emigrate: a cross-sectional study of Ghanaian doctors","year":2024,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cross-sectional study; Remuneration; Logistic regression; Emigration; Health administration; Family medicine; Descriptive statistics; Odds ratio; Health care; Demography; Public health; Nursing; Geography","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00909445,0.0002818994,0.0005998687,0.0009532734,0.001569881,0.00008313596,0.0009893434,0.0002703297,0.0005040293],"category_scores_gemma":[0.0002312011,0.0001867135,0.0001296014,0.003735298,0.0001587295,0.0002936464,0.0006292135,0.001678549,0.0002193726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001169103,"about_ca_system_score_gemma":0.002278895,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1017571,"about_ca_topic_score_gemma":0.06530994,"domain_scores_codex":[0.9898543,0.00331939,0.002365176,0.000709771,0.002171153,0.001580209],"domain_scores_gemma":[0.9936742,0.002881284,0.0003995922,0.0008425603,0.001571645,0.0006307496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001861607,0.0001628651,0.8941752,0.00903693,0.00003634661,0.000001268323,0.09524629,0.0001660098,0.00005289872,0.0004722253,0.0002212518,0.0002425173],"study_design_scores_gemma":[0.0003206057,0.0009007988,0.8031619,0.002208215,0.000005369047,4.42532e-7,0.1889842,0.0003503505,0.00003281953,0.0001173035,0.003817496,0.0001004765],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921131,0.001035342,0.00001645689,0.0002340649,0.001189506,0.00462828,0.0000827922,0.0001310362,0.0005694119],"genre_scores_gemma":[0.9978572,0.00007832343,0.00005147321,0.0003021352,0.0002550077,0.0002829609,0.00003146207,0.00005149698,0.001089961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09373789,"threshold_uncertainty_score":0.9997299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1922499478564188,"score_gpt":0.5749682173950609,"score_spread":0.3827182695386421,"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."}}