{"id":"W3208777833","doi":"10.3389/fneur.2021.753183","title":"Distribution of Diagnoses and Clinical and Imaging Characteristics in 1,322 Consecutive Suspected Stroke Patients","year":2021,"lang":"en","type":"article","venue":"Frontiers in Neurology","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Stroke (engine); Medical diagnosis; Cohort; Presentation (obstetrics); Internal medicine; Radiology; Emergency medicine; Cardiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004400369,0.0003594511,0.0004228528,0.001335731,0.0004842422,0.0005696942,0.0004011851,0.0006142143,0.001844577],"category_scores_gemma":[0.001985414,0.000481943,0.0003014268,0.001161666,0.0003260992,0.0006358693,0.0006275271,0.0003337198,0.0004673011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005659914,"about_ca_system_score_gemma":0.0004245154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006251539,"about_ca_topic_score_gemma":0.005401202,"domain_scores_codex":[0.9993586,0.00009634779,0.0001141068,0.0001759429,0.0001216922,0.0001333512],"domain_scores_gemma":[0.9990317,0.0001266525,0.0004910175,0.00005802101,0.00008122037,0.0002113974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005430683,0.00001977682,0.999374,0.00000337861,0.000005615666,0.0001521553,0.00004445606,0.000009725847,0.00008094379,0.000004079706,0.00004284796,0.0002087804],"study_design_scores_gemma":[0.000009109655,0.00008812064,0.998838,0.000003944927,0.000006161868,0.0006952815,0.0001785277,0.00007285782,0.00002287901,0.000007022178,0.00007533342,0.000002862377],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991913,0.00007725371,0.0000245316,0.00001950936,0.00000268457,0.00001529789,0.0004747738,0.000001990467,0.0001924983],"genre_scores_gemma":[0.9991086,0.00005991413,0.00003828541,0.00002313339,0.000009261419,0.00002231584,0.0006678135,0.000001077778,0.00006951486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006251539,"threshold_uncertainty_score":0.01243031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007005336545514531,"score_gpt":0.2557514845801379,"score_spread":0.2487461480346233,"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."}}