{"id":"W4399461378","doi":"10.1080/10401334.2024.2364265","title":"Exploring Factors Influencing Medical Trainees’ Specialty Choice: Insights from a Nationwide Cross-Sectional Survey in Jordan","year":2024,"lang":"en","type":"article","venue":"Teaching and Learning in Medicine","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Spine Surgery Institute; University of British Columbia","funders":"","keywords":"Cross-sectional study; Specialty; Family medicine; Medical education; Medicine; Psychology; Nursing","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":[0.002627906,0.0001396803,0.0002065154,0.0007227403,0.0006130382,0.000588966,0.0003230787,0.0003695998,0.001670351],"category_scores_gemma":[0.004451688,0.0002270875,0.0002717926,0.001006813,0.00038323,0.0006608407,0.0007321049,0.0005477781,0.0002338025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005417059,"about_ca_system_score_gemma":0.001436678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01006749,"about_ca_topic_score_gemma":0.02093052,"domain_scores_codex":[0.9990644,0.0003931952,0.0000922351,0.00008578371,0.0001635175,0.0002009467],"domain_scores_gemma":[0.996824,0.0007682972,0.001304586,0.0000752544,0.0004626848,0.0005650807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001280673,0.00005590529,0.9942578,0.000027643,0.000009345777,0.00006774851,0.003341882,0.00001434064,0.00008462137,0.00001884167,0.0002389993,0.001870071],"study_design_scores_gemma":[0.000002339536,0.000058218,0.9829403,0.00003502896,0.000005694267,0.00009763004,0.01620362,0.000105522,0.00002801868,0.00002063918,0.0004989904,0.000003974375],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993613,0.00006272652,0.00002941374,0.0001958857,0.000002365432,0.000009721634,0.0001082798,5.530973e-7,0.0002297315],"genre_scores_gemma":[0.9993281,0.0001314157,0.00008023901,0.0001888681,0.00000674137,0.00001799625,0.0001335334,0.000001009679,0.0001120689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01006749,"threshold_uncertainty_score":0.0200178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1270678988566685,"score_gpt":0.3635591493275359,"score_spread":0.2364912504708674,"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."}}