{"id":"W2120688845","doi":"10.3109/0142159x.2014.890281","title":"Understanding, teaching and assessing the elements of the CanMEDS Professional Role: Canadian Program Directors’ views","year":2014,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medical education; Professional development; Psychology; Medicine; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004091982,0.0001140647,0.0001864037,0.00007790087,0.0004513854,0.00002406576,0.0002055214,0.0001632416,0.0007308116],"category_scores_gemma":[0.004457767,0.00005622667,0.00004171673,0.0002590716,0.0004101899,0.0000489085,0.00006342454,0.001212561,0.000002618732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000325071,"about_ca_system_score_gemma":0.0007887573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005034582,"about_ca_topic_score_gemma":0.004393797,"domain_scores_codex":[0.9977847,0.0004655073,0.0003730339,0.0001757122,0.0009167356,0.0002843547],"domain_scores_gemma":[0.9992295,0.00007483385,0.0001316251,0.0002982075,0.00005424169,0.0002116275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000432447,0.0003058127,0.5585625,0.00007991405,0.0000597745,0.000001312093,0.002941682,1.076061e-7,0.00005267437,0.005528006,0.04663816,0.3858258],"study_design_scores_gemma":[0.0008929851,0.00009370018,0.2757514,0.000891569,0.000117003,0.00003787227,0.004533805,0.01213509,0.00002135367,0.0009769411,0.7043921,0.0001562726],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9281577,0.00009422442,0.0004591658,0.03851664,0.0009440311,0.0006907362,5.709591e-7,0.00003653568,0.03110033],"genre_scores_gemma":[0.9938759,0.00000323637,0.0008561166,0.002673268,0.0004226025,0.00006694324,0.00001414667,0.00001736935,0.002070484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6577539,"threshold_uncertainty_score":0.8001874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06984740845118688,"score_gpt":0.404623253486399,"score_spread":0.3347758450352122,"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."}}