{"id":"W4232041502","doi":"10.1017/cem.2019.388","title":"In Stride","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Medical Research and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Content (measure theory); STRIDE; Information retrieval; Physical medicine and rehabilitation; Computer science; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002923569,0.00006724746,0.0002505553,0.0004035429,0.00009077587,6.874898e-7,0.0002483052,0.00008638282,0.2453359],"category_scores_gemma":[0.007637761,0.00004585704,0.00003394756,0.0003739896,0.00003834073,0.0002038897,0.00000790548,0.001140899,0.0006560975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001394822,"about_ca_system_score_gemma":0.003225773,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0301459,"about_ca_topic_score_gemma":0.0924681,"domain_scores_codex":[0.9979181,0.0003674086,0.0007906149,0.00007653612,0.0003522636,0.0004950985],"domain_scores_gemma":[0.9974251,0.0004948716,0.0002903715,0.0001376398,0.0002691143,0.00138287],"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":[0.00005325153,0.000006884034,0.2685236,0.0001197014,0.00001922237,0.0002021116,0.002279965,0.000002009821,0.0003265143,0.001374087,0.7260085,0.001084151],"study_design_scores_gemma":[0.0008963004,0.0002935489,0.02372748,0.0004357978,0.00000745468,0.000002636535,0.002814158,0.00001142802,0.000003521565,0.001456483,0.9703025,0.00004867969],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6125938,0.006752063,0.0000323024,0.07041923,0.02878037,0.0003982329,0.00000603412,0.00000290035,0.2810151],"genre_scores_gemma":[0.9588019,0.00241055,0.00003277421,0.00190558,0.003008388,0.000003881421,0.000002496549,0.00001465728,0.03381978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3462081,"threshold_uncertainty_score":0.9763125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.331254146065759,"score_gpt":0.5687408681772245,"score_spread":0.2374867221114655,"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."}}