{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002238246,0.00009154553,0.0001499615,0.0002785469,0.0004750834,0.0001522079,0.0008159325,0.0002770334,0.03592487],"category_scores_gemma":[0.0473346,0.00009217365,0.00005470662,0.0006450402,0.0002667987,0.0002304997,0.00003035479,0.0009078909,0.0001372809],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007837858,"about_ca_system_score_gemma":0.1628572,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02327621,"about_ca_topic_score_gemma":0.25477,"domain_scores_codex":[0.9961999,0.0002633134,0.0003206557,0.0001882278,0.00261443,0.0004134684],"domain_scores_gemma":[0.9884954,0.000117477,0.00008092122,0.00008888406,0.0003151479,0.01090213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007312577,0.00005257558,0.007434046,0.000007072656,0.000005928567,0.00007531343,0.01149169,0.000001804694,1.178754e-7,0.008397259,0.4677373,0.5047895],"study_design_scores_gemma":[0.0003592939,0.00003004608,0.003520049,0.0006357254,0.00001439004,0.00007136381,0.05846133,0.000110198,2.29506e-7,0.005407339,0.9312387,0.0001513585],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04466636,0.001232134,0.0005755654,0.8901987,0.006676242,0.0001790564,0.000002156419,0.00002520293,0.05644458],"genre_scores_gemma":[0.8068851,0.0004439657,0.0003609887,0.1891548,0.002852512,0.00000419531,0.000007032555,0.000008216584,0.000283118],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7622188,"threshold_uncertainty_score":0.9832279,"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."}}