{"id":"W2733728481","doi":"10.12688/f1000research.11597.1","title":"Recent advances in preventing stroke recurrence","year":2017,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Cerebrovascular and Carotid Artery Diseases","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Robarts Clinical Trials; Western University","funders":"","keywords":"Medicine; Stroke (engine); Edoxaban; Ezetimibe; Atrial fibrillation; Clopidogrel; Internal medicine; Dabigatran; Intensive care medicine; Cardiology; Warfarin; Myocardial infarction; Cholesterol","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":[],"consensus_categories":[],"category_scores_codex":[0.000959141,0.0002428439,0.0005095847,0.0003226219,0.000129791,0.000143384,0.0005973064,0.0001880314,0.0008567636],"category_scores_gemma":[0.001048435,0.0002267026,0.0002822286,0.0001009462,0.0001719259,0.0001535146,0.001181443,0.001377649,0.0001277506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001866627,"about_ca_system_score_gemma":0.0008174785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006195506,"about_ca_topic_score_gemma":0.0001023776,"domain_scores_codex":[0.9971231,0.0002055024,0.0003538221,0.0006981995,0.001039023,0.0005803033],"domain_scores_gemma":[0.9978871,0.0000856915,0.0001265859,0.00135059,0.000271403,0.0002785919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000113113,0.0003384665,0.3590568,0.001357322,0.00006816704,0.00006342385,0.0001214796,0.00004038637,0.00006389486,0.00004286856,0.001330856,0.6374032],"study_design_scores_gemma":[0.002124988,0.0002118156,0.5373494,0.005234691,0.0001207561,0.00003645713,0.0002944385,0.000681181,0.001153991,0.001700118,0.4505417,0.0005504423],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6086261,0.2069576,0.00009823844,0.003195473,0.00199149,0.005768733,0.0003866149,0.0002499749,0.1727258],"genre_scores_gemma":[0.7216402,0.2672478,0.0003466618,0.00008088933,0.000836201,0.0005623297,0.0004365121,0.00008042876,0.008769036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6368527,"threshold_uncertainty_score":0.938096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05426527452011515,"score_gpt":0.3955837652016728,"score_spread":0.3413184906815576,"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."}}