{"id":"W4399649110","doi":"10.69723/njms.02.03.0346","title":"BRAIN DRAIN: INTENTIONS OF HOUSE OFFICERS IN SPECIALIZING FROM PAKISTAN OR ABROAD AND ITS’ VARIOUS INFLUENCING FACTORS AMONGST MEDICAL GRADUATES FROM PESHAWAR, PAKISTAN","year":2023,"lang":"en","type":"article","venue":"Northwest journal of medical sciences.","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Brain drain; Medical education; Psychology; Medicine; Business; Economic growth; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004278241,0.0001608164,0.0001369017,0.0004758055,0.000708314,0.0005582016,0.0002156056,0.0003198842,0.003457671],"category_scores_gemma":[0.001631642,0.0001688458,0.0002193893,0.0004539698,0.0004304953,0.000349995,0.0004778946,0.0005141745,0.0002722384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002621403,"about_ca_system_score_gemma":0.0007278083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01002217,"about_ca_topic_score_gemma":0.01386782,"domain_scores_codex":[0.9997525,0.00005133284,0.00002925309,0.00002344507,0.00005277889,0.00009074254],"domain_scores_gemma":[0.9987471,0.0002063413,0.000524979,0.00001979873,0.0001089839,0.0003928601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002670799,0.00009014144,0.9945999,0.00003959219,0.000006969986,0.0001686679,0.002385306,0.00001611853,0.0001556031,0.00002795996,0.0002386706,0.002244352],"study_design_scores_gemma":[0.000002258757,0.0001638548,0.9812413,0.0000514995,0.000006507978,0.0002339962,0.01773919,0.00005215006,0.00004447429,0.00001713857,0.0004416497,0.000005989515],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992022,0.00007965558,0.000009310262,0.0001559041,0.000005294496,0.000005718713,0.00004387561,5.248579e-7,0.0004974985],"genre_scores_gemma":[0.9995202,0.0001277335,0.00002253533,0.00005200189,0.000005692538,0.000004537626,0.00003654508,3.537405e-7,0.0002303574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01002217,"threshold_uncertainty_score":0.01992768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08252560642565918,"score_gpt":0.4549894302280438,"score_spread":0.3724638238023846,"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."}}