{"id":"W3016365871","doi":"10.36834/cmej.69220","title":"Career decision making in undergraduate medical education","year":2020,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Specialty; Passion; Medical education; Psychology; Flexibility (engineering); Vocational education; Curriculum; Focus group; Medicine; Family medicine; Management; Pedagogy; Sociology; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.008787644,0.0002181368,0.000255519,0.0009371869,0.004064034,0.003557034,0.0006707704,0.0009064867,0.008147408],"category_scores_gemma":[0.02504781,0.0002087754,0.0002914642,0.0006418775,0.002715392,0.0008302175,0.002730319,0.001953421,0.0005238641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00695234,"about_ca_system_score_gemma":0.02050159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02102763,"about_ca_topic_score_gemma":0.05887901,"domain_scores_codex":[0.9941878,0.00328988,0.0001809653,0.0001885061,0.000890436,0.00126235],"domain_scores_gemma":[0.9791012,0.006353494,0.001786411,0.0001810693,0.001635993,0.01094181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005402562,0.001660366,0.4524643,0.0009702884,0.00007359566,0.001290501,0.1544309,0.00123017,0.0008816404,0.01368344,0.03955364,0.333221],"study_design_scores_gemma":[0.0001272396,0.000939229,0.5350395,0.002711253,0.00004587635,0.001156335,0.3166707,0.002021486,0.0007513165,0.03170832,0.1086758,0.000152829],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9308257,0.003865396,0.001223255,0.02510738,0.0003482406,0.0001875613,0.0001237372,0.0000278987,0.03829077],"genre_scores_gemma":[0.9949386,0.0009485511,0.0009556037,0.000895331,0.00003818813,0.00002741409,0.00005368416,0.00000415401,0.00213848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02102763,"threshold_uncertainty_score":0.05044305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02765855111877701,"score_gpt":0.3352047213906234,"score_spread":0.3075461702718463,"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."}}