{"id":"W4401924705","doi":"10.5812/jme-145508","title":"Factors Predicting the Choice of Specialization Among Medical Students and Junior Doctors in Oman: A Cross-Sectional Study","year":2024,"lang":"en","type":"article","venue":"Journal of Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Alberta","keywords":"Cross-sectional study; Medical education; Psychology; Family medicine; Medicine; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0009576721,0.0002116207,0.0002372522,0.0006706013,0.0006019048,0.0004614721,0.0002406766,0.0005446847,0.001853096],"category_scores_gemma":[0.001631259,0.000273319,0.0003143729,0.0008608576,0.0002392426,0.0003775922,0.0004115928,0.0005029202,0.000266292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003209539,"about_ca_system_score_gemma":0.0004493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004537152,"about_ca_topic_score_gemma":0.008614029,"domain_scores_codex":[0.9995729,0.0001154249,0.0000464226,0.00005316939,0.00009587418,0.0001160432],"domain_scores_gemma":[0.9987655,0.0002444536,0.0005316945,0.00003637109,0.00009344695,0.0003285182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000145355,0.00005716071,0.9993976,0.000004370624,0.000008965246,0.00002205676,0.000131674,0.000005833802,0.00005100846,0.000004043716,0.00002670523,0.0002760644],"study_design_scores_gemma":[0.000001988968,0.000096784,0.9989562,0.000004924603,0.000006097275,0.00006871541,0.0007152349,0.0000519963,0.00001530881,0.000004176209,0.00007721926,0.000001437028],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997728,0.00003311446,0.00001178536,0.00002150779,0.000002015404,0.000005659076,0.00006021169,3.436617e-7,0.00009248025],"genre_scores_gemma":[0.9996367,0.00005441381,0.00005750204,0.00003129267,0.000004857724,0.00001022371,0.00009997642,4.201899e-7,0.0001045229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004537152,"threshold_uncertainty_score":0.009021521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03967490742132766,"score_gpt":0.4596643945725429,"score_spread":0.4199894871512153,"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."}}