{"id":"W4241000060","doi":"10.36834/cmej.43231","title":"The unmatched","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"","field":"","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003977688,0.0003021576,0.0005475704,0.001232175,0.003100058,0.003120614,0.001255965,0.001550087,0.3248647],"category_scores_gemma":[0.02696385,0.0002241068,0.0004438708,0.001229343,0.001216006,0.002557238,0.003328055,0.001532152,0.1148127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001776143,"about_ca_system_score_gemma":0.009705598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008762592,"about_ca_topic_score_gemma":0.01341302,"domain_scores_codex":[0.9951885,0.000638795,0.0003875317,0.0008036443,0.001827913,0.001153592],"domain_scores_gemma":[0.9910225,0.001146277,0.0005988496,0.001561158,0.003259746,0.002411537],"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":[0.000589576,0.0001278679,0.005764018,0.0003176123,0.00002228037,0.0004575772,0.0003295302,0.00004784932,0.0008259815,0.01574616,0.7570766,0.218695],"study_design_scores_gemma":[0.00005699059,0.00004479287,0.003243787,0.0002848334,0.00001336015,0.0005383581,0.000515453,0.00005117098,0.0004202323,0.003264887,0.9915536,0.00001247081],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02299312,0.003095588,0.004709558,0.02480457,0.02715394,0.0007758901,0.007650588,0.000710313,0.9081064],"genre_scores_gemma":[0.1563769,0.003236915,0.003903549,0.05292069,0.003661721,0.001620148,0.008147467,0.0009452717,0.7691873],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3248647,"threshold_uncertainty_score":0.9629986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01018317621656324,"score_gpt":0.3045515417457532,"score_spread":0.2943683655291899,"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."}}