{"id":"W2498403351","doi":"10.1136/ebm.14.6.187","title":"Review: 3 prediction rules, particularly ABCD, identify ED patients who can be discharged with low risk of stroke after TIA","year":2009,"lang":"en","type":"letter","venue":"Evidence-Based Medicine","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Stroke (engine); Medicine; Stroke risk; Emergency medicine; Internal medicine; Ischemic stroke; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001275529,0.001088736,0.002460031,0.0005971771,0.00009936419,0.00002773814,0.0005323724,0.0006647974,0.000937186],"category_scores_gemma":[0.002081504,0.0007422804,0.0004532278,0.0005589526,0.0005983127,0.0003020497,0.0001048487,0.002602075,0.00004958358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005662561,"about_ca_system_score_gemma":0.0005418676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000416766,"about_ca_topic_score_gemma":0.00001759523,"domain_scores_codex":[0.99207,0.0004723592,0.001870434,0.001333541,0.003310053,0.0009436114],"domain_scores_gemma":[0.9941725,0.0004370642,0.001760144,0.002137703,0.001077742,0.0004148938],"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":[0.0008852071,0.000175278,0.04942504,0.00978538,0.0009395192,0.0005555541,0.00008700154,0.000003105495,0.0001250755,2.478181e-7,0.9366289,0.001389654],"study_design_scores_gemma":[0.007898957,0.00437819,0.09170415,0.2058207,0.01405025,0.00002495031,0.00003240401,0.00009066433,0.0008286429,0.000003107453,0.6744057,0.0007622862],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03879884,0.07187839,0.001365592,0.876736,0.001099418,0.00753185,0.001547988,0.0002630232,0.0007788659],"genre_scores_gemma":[0.03230933,0.04576616,0.00090029,0.8988956,0.006989998,0.001039912,0.006891794,0.0002813255,0.006925654],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2622232,"threshold_uncertainty_score":0.9999761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.014269323172798,"score_gpt":0.2589609804567748,"score_spread":0.2446916572839768,"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."}}