{"id":"W4393139137","doi":"10.1159/000538093","title":"Pre-Hospital Stroke Triage and Research: Challenges and Opportunities","year":2024,"lang":"en","type":"letter","venue":"Cerebrovascular Diseases","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Foothills Medical Centre; University of Manitoba; University of Calgary; Manitoba Health","funders":"","keywords":"Medicine; Triage; Stroke (engine); Emergency medicine; Medical emergency","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":[0.0004487832,0.0005501522,0.0008650731,0.0006350987,0.0001182106,0.0001922815,0.0002358424,0.0005271902,0.0001671474],"category_scores_gemma":[0.0002780864,0.0004723594,0.0003906979,0.00008574336,0.0007025716,0.0001247619,0.0008586243,0.001715465,0.00004745425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001197772,"about_ca_system_score_gemma":0.0001913939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001893061,"about_ca_topic_score_gemma":0.000001199098,"domain_scores_codex":[0.9961997,0.0002201712,0.0003683772,0.001175964,0.001336091,0.000699734],"domain_scores_gemma":[0.9979919,0.0002939698,0.00008129342,0.001097573,0.0001662473,0.0003690776],"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":[0.00003774599,0.00007738078,0.000117624,0.006421533,0.002179791,0.002356349,0.0005656182,2.56676e-8,0.000004679717,0.0001352221,0.9622368,0.02586729],"study_design_scores_gemma":[0.001178208,0.0003847303,0.002090371,0.001153452,0.002721289,0.00008394366,0.001528702,0.00001235057,0.00002455319,0.0002851641,0.9900942,0.0004429796],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0141063,0.3486758,0.000004600511,0.6219197,0.0004351893,0.001607678,0.0004462943,0.000268961,0.01253542],"genre_scores_gemma":[0.02492972,0.5713552,0.0003064601,0.2432652,0.0169715,0.00134075,0.002800578,0.0007885985,0.138242],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.3786545,"threshold_uncertainty_score":0.9997728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08371902749967794,"score_gpt":0.305723160122684,"score_spread":0.222004132623006,"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."}}