{"id":"W4229456934","doi":"","title":"Stroke of Other Determined Etiology: Results From the Nationwide Multicenter Stroke Registry","year":2022,"lang":"en","type":"article","venue":"Seoul National University Open Repository (Seoul National University)","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Medicine; Etiology; Stroke (engine); Multicenter study; Epidemiology; Emergency medicine; Internal medicine; Pediatrics; Randomized controlled trial","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006589598,0.0002414118,0.0003367754,0.0005287045,0.0009787169,0.0000416554,0.001404264,0.000136864,0.0003300396],"category_scores_gemma":[0.0003230986,0.0002607918,0.0002424595,0.0006268953,0.0003060758,0.0004369595,0.001382879,0.0005158682,0.00001701315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001660882,"about_ca_system_score_gemma":0.001029046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009166285,"about_ca_topic_score_gemma":0.0000581952,"domain_scores_codex":[0.9966421,0.000409827,0.0003968616,0.0006661522,0.001633415,0.0002516863],"domain_scores_gemma":[0.9966635,0.0009610215,0.0006510896,0.0004268577,0.001170751,0.0001268502],"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":[0.0455872,0.004811754,0.1735287,0.0001293578,0.009526765,0.003418153,0.00375503,0.01648012,0.08899757,0.181958,0.4709301,0.000877226],"study_design_scores_gemma":[0.01452287,0.0002862874,0.04825298,0.00006195891,0.0004939752,0.00009792177,0.006210071,0.003115767,0.003491718,0.0001220997,0.9228569,0.0004873956],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3028144,0.00003354034,0.0006204429,0.007239776,0.0005573492,0.00154985,0.006855583,0.0001044489,0.6802247],"genre_scores_gemma":[0.8434452,0.00000918235,0.002448873,0.0008804071,0.0001703541,0.000001842479,0.0008246536,0.00002086928,0.1521986],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5406308,"threshold_uncertainty_score":0.9999844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02159144643106868,"score_gpt":0.2409736907409367,"score_spread":0.2193822443098681,"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."}}