{"id":"W3024491914","doi":"10.22374/cjgim.v14i3.322","title":"Education Research - GIM","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of General Internal Medicine","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Saskatchewan; Université de Sherbrooke","funders":"","keywords":"Medicine; Blueprint; Specialty; Medical education; Perspective (graphical); Curriculum; Content (measure theory); Family medicine; Pedagogy; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005222806,0.00007302419,0.0002088837,0.001064212,0.0004286964,0.00001382057,0.0004946954,0.00009037887,0.01034544],"category_scores_gemma":[0.00187226,0.00005077987,0.00003328419,0.0005201571,0.0002203089,0.0002026753,0.00001771389,0.001372022,0.0009661224],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008935038,"about_ca_system_score_gemma":0.0207404,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1411007,"about_ca_topic_score_gemma":0.03036056,"domain_scores_codex":[0.997208,0.0006423967,0.0006443306,0.0001283643,0.0006225942,0.0007543255],"domain_scores_gemma":[0.9954919,0.0003715466,0.0002214375,0.0001892021,0.001761628,0.001964295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003038093,0.00001042683,0.1120049,0.00007483539,0.000007950635,0.00001226567,0.004526695,0.000003190346,0.001014224,0.001948041,0.8718089,0.008558238],"study_design_scores_gemma":[0.0005126719,0.0008820046,0.07985242,0.001355938,0.00000392837,0.00006096502,0.01147047,0.00009871696,0.00004332816,0.002581684,0.9030683,0.00006955977],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8527309,0.001163265,0.00003698066,0.03141253,0.01188714,0.0002994431,0.000002050038,0.000002493944,0.1024652],"genre_scores_gemma":[0.9108251,0.00009944077,0.0002321404,0.003537324,0.006540684,0.000008978669,0.000003730305,0.00001041077,0.0787422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1107401,"threshold_uncertainty_score":0.9998118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2521556747710506,"score_gpt":0.5822726717784176,"score_spread":0.330116997007367,"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."}}