{"id":"W2090871589","doi":"10.1111/acem.12614","title":"Acute Diagnostic Neurology: Challenges and Opportunities","year":2015,"lang":"en","type":"editorial","venue":"Academic Emergency Medicine","topic":"Cardiovascular Syncope and Autonomic Disorders","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Neurology; Medical emergency; Family medicine; Intensive care medicine; Emergency medicine; Psychiatry","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","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001470343,0.000655245,0.001729263,0.0003563958,0.00006598201,8.212942e-7,0.0003271482,0.001917003,0.0004458558],"category_scores_gemma":[0.004782127,0.0005367234,0.0002565982,0.0001075745,0.0004711357,0.0001133144,0.0002368723,0.002821967,0.0000666043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006073425,"about_ca_system_score_gemma":0.0005901231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007585483,"about_ca_topic_score_gemma":0.00001271045,"domain_scores_codex":[0.9960155,0.0001612903,0.001147706,0.0008932346,0.001201333,0.0005808741],"domain_scores_gemma":[0.9972016,0.0007011748,0.0003906465,0.0007366668,0.0003783976,0.0005914877],"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":[0.0001196507,0.0000223468,0.00006542529,0.0004446566,0.00107423,0.0002573557,0.0009631712,2.390552e-7,0.00001189294,0.0001115195,0.9796008,0.01732865],"study_design_scores_gemma":[0.002372904,0.0008607641,0.0002692479,0.0006061078,0.003263491,0.0001147283,0.0005017003,0.000006458146,0.000001661218,0.0007346484,0.9908456,0.0004226557],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"review","genre_scores_codex":[0.001310374,0.4218819,0.000004526748,0.0124129,0.5468492,0.0004608941,0.00005136489,0.0001303583,0.01689851],"genre_scores_gemma":[0.0004045002,0.5819492,0.000003286768,0.0003137985,0.4118673,0.0000657526,0.0004703349,0.00008711288,0.004838652],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1600674,"threshold_uncertainty_score":0.9997084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07527631886737512,"score_gpt":0.3351124715232481,"score_spread":0.259836152655873,"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."}}