{"id":"W4414246289","doi":"10.3126/nmcj.v27i3.84422","title":"Geographical Distribution and Career Preferences of Nepali Medical Graduates- A Cross Sectional Study","year":2025,"lang":"en","type":"article","venue":"Nepal Medical College Journal","topic":"Global Health Care Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Nepali; Graduation (instrument); Cross-sectional study; Distribution (mathematics); Work (physics); Rural area; Health care; Primary care","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.00060871,0.0001322288,0.0001999568,0.0008715276,0.0006139585,0.0006121196,0.0003946747,0.0004999702,0.002561636],"category_scores_gemma":[0.001936137,0.0003035317,0.0002557688,0.0009265234,0.0002556218,0.000835306,0.0007056177,0.0005821566,0.0008034919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002815164,"about_ca_system_score_gemma":0.0004258095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00460084,"about_ca_topic_score_gemma":0.009663192,"domain_scores_codex":[0.9997143,0.0000640871,0.00003634084,0.00005175647,0.00006365535,0.00006978144],"domain_scores_gemma":[0.9988301,0.0002504063,0.0004278621,0.00004357053,0.000174071,0.0002739712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001963055,0.00008773035,0.9967753,0.00002448851,0.000008904228,0.000142946,0.001413803,0.00001509862,0.0001379357,0.00001504532,0.0001078268,0.00125129],"study_design_scores_gemma":[0.000002146649,0.0001546235,0.9924638,0.00002693085,0.000005660425,0.000390443,0.006427639,0.00006973398,0.00003299161,0.00001301285,0.0004068864,0.000006183136],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989935,0.00007210213,0.0000214548,0.0000480856,0.000002315172,0.00001944237,0.0002068719,8.141338e-7,0.0006356149],"genre_scores_gemma":[0.9991709,0.0001529176,0.00006303638,0.00006529702,0.000003849515,0.00003350373,0.0001792526,0.00000103079,0.0003303138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00460084,"threshold_uncertainty_score":0.009148121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05466470288296026,"score_gpt":0.4564343427978389,"score_spread":0.4017696399148786,"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."}}