{"id":"W2081212685","doi":"10.1159/000362417","title":"SPARKLE (Subtypes of Ischaemic Stroke Classification System), Incorporating Measurement of Carotid Plaque Burden: A New Validated Tool for the Classification of Ischemic Stroke Subtypes","year":2014,"lang":"en","type":"article","venue":"Neuroepidemiology","topic":"Cerebrovascular and Carotid Artery Diseases","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Robarts Clinical Trials","funders":"Government of Canada; Scheme for Promotion of Academic and Research Collaboration; Western University of Health Sciences","keywords":"Medicine; Stroke (engine); Etiology; Internal medicine; Stenosis; Ischemic stroke; Acute stroke; Cardiology; Reliability (semiconductor); Ischemia","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004417777,0.0006366792,0.0009992303,0.005511291,0.0004330187,0.0009402018,0.0009703157,0.0005900709,0.001502635],"category_scores_gemma":[0.01228691,0.0003069256,0.0008760402,0.002356795,0.0002859377,0.0009401252,0.001202403,0.0005004172,0.000682258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001005004,"about_ca_system_score_gemma":0.001785441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01414004,"about_ca_topic_score_gemma":0.03462435,"domain_scores_codex":[0.9974927,0.0005956723,0.0005657148,0.0003171101,0.0008715352,0.0001573714],"domain_scores_gemma":[0.9907748,0.001357588,0.003753616,0.0004472505,0.003289906,0.000376816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001002066,0.0001289069,0.9343461,0.0003081221,0.0004186617,0.0001431312,0.0003268178,0.0008833851,0.000991046,0.0002162955,0.009325202,0.05191026],"study_design_scores_gemma":[0.0001659264,0.0002522705,0.9938154,0.00007246002,0.00009742474,0.0004436729,0.0001293848,0.002476818,0.0002262451,0.0002354081,0.002054371,0.000030575],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9427944,0.001883446,0.01273021,0.0005482642,0.0001351633,0.002037549,0.03259385,0.0006124806,0.006664613],"genre_scores_gemma":[0.9184279,0.0008142688,0.03603347,0.0003141692,0.0001799391,0.002315084,0.03772617,0.00006309734,0.004125793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01414004,"threshold_uncertainty_score":0.02811545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05021576537699445,"score_gpt":0.2787138220427272,"score_spread":0.2284980566657328,"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."}}