{"id":"W2496918415","doi":"10.12688/f1000research.8459.1","title":"Recent advances in pathogenesis, assessment, and treatment of atherosclerosis","year":2016,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Cerebrovascular and Carotid Artery Diseases","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Pfizer; Bristol-Myers Squibb","keywords":"Medicine; Carotid endarterectomy; Pathogenesis; Transcranial Doppler; Asymptomatic; Radiology; Stenosis; Pathology; Internal medicine; Cardiology","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":[0.0002626404,0.0002221877,0.0005730262,0.0002612987,0.00003089108,0.00002057221,0.0001128681,0.0001359475,0.0004180926],"category_scores_gemma":[0.00003738518,0.0001534409,0.0001912605,0.000125022,0.0001628113,0.00005068749,0.0002461396,0.0001462912,0.000007921389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003118172,"about_ca_system_score_gemma":0.0004982955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003794923,"about_ca_topic_score_gemma":0.00005862785,"domain_scores_codex":[0.998129,0.0001924161,0.0003179297,0.0004949053,0.0005487919,0.000316973],"domain_scores_gemma":[0.9988548,0.0001094539,0.00007368463,0.0006011794,0.0001556778,0.0002051693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007988658,0.0006187733,0.63133,0.0003140831,0.00008946184,0.000006187908,0.00008067791,0.000002161718,0.002684208,0.00005773891,0.00005278975,0.364684],"study_design_scores_gemma":[0.002372306,0.0005934712,0.9683017,0.0007667359,0.00009372672,0.000005475516,0.0001292171,0.0000330917,0.002069337,0.0003636475,0.0251097,0.0001615876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9495254,0.0429472,0.00004510434,0.0007330946,0.0001295557,0.001668235,0.0003119692,0.00003561911,0.004603858],"genre_scores_gemma":[0.5824366,0.4165252,0.0001443761,0.00001734881,0.0001117326,0.0003192494,0.00008819642,0.00003391969,0.0003234076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.373578,"threshold_uncertainty_score":0.6257136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05463511844678243,"score_gpt":0.382337379431041,"score_spread":0.3277022609842586,"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."}}