{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.04519105,0.0005457303,0.0008623164,0.007864308,0.006087557,0.007031904,0.002509019,0.001638466,0.02599121],"category_scores_gemma":[0.1601266,0.000377585,0.0006212619,0.01500749,0.006551519,0.003150975,0.005889812,0.002846986,0.003291299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09288176,"about_ca_system_score_gemma":0.2541403,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6568733,"about_ca_topic_score_gemma":0.6492863,"domain_scores_codex":[0.9540526,0.01790147,0.00247113,0.003687743,0.01715433,0.004732686],"domain_scores_gemma":[0.815885,0.04575046,0.01590187,0.01010127,0.09107038,0.02129098],"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":[0.000226771,0.0005410364,0.121167,0.01061216,0.0001514007,0.0004159026,0.01914971,0.0003472025,0.0006274258,0.05471025,0.1943934,0.5976578],"study_design_scores_gemma":[0.0001671791,0.0003432593,0.3717271,0.02676663,0.0002052625,0.0007382868,0.03974425,0.0006013706,0.00087625,0.01831229,0.5404502,0.00006796349],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1091519,0.05122732,0.01094746,0.3181452,0.005212736,0.007563867,0.01306554,0.0005744559,0.4841115],"genre_scores_gemma":[0.8109804,0.03528459,0.02753036,0.0579479,0.00129821,0.005635254,0.006998091,0.000187232,0.05413805],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9740088,"threshold_uncertainty_score":0.6902947,"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."}}