{"id":"W2903882160","doi":"10.5489/cuaj.5830","title":"The QUEST for better marks","year":2018,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.02608095,0.000736117,0.001235509,0.003450263,0.008542505,0.02192841,0.003643429,0.01066075,0.05711139],"category_scores_gemma":[0.06319866,0.0006487228,0.0008090432,0.001900995,0.02982629,0.03408099,0.01667479,0.01844876,0.01722708],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007681371,"about_ca_system_score_gemma":0.01489824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005221032,"about_ca_topic_score_gemma":0.01110381,"domain_scores_codex":[0.9785069,0.006054976,0.0009368506,0.002535671,0.008945811,0.003019982],"domain_scores_gemma":[0.9412354,0.01240253,0.003549525,0.01016105,0.01568084,0.01697061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004246095,0.00006841537,0.001034004,0.000184445,0.00001788455,0.00009543289,0.002395414,0.0001722604,0.0003090245,0.7155431,0.1803886,0.09974897],"study_design_scores_gemma":[0.00001809038,0.0000598425,0.0007847989,0.0003314388,0.00001087431,0.0002564074,0.003078721,0.0001793763,0.0004394458,0.2750021,0.7197927,0.00004625054],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006870172,0.01256397,0.01648958,0.7551118,0.01293664,0.00004618744,0.0001236596,0.0004134552,0.1954447],"genre_scores_gemma":[0.350319,0.01534961,0.039118,0.2506291,0.01808981,0.0001790951,0.0004145969,0.001301742,0.324599],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9923186,"threshold_uncertainty_score":0.1910566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01049253499313627,"score_gpt":0.2775263648006748,"score_spread":0.2670338298075385,"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."}}