{"id":"W2047921684","doi":"10.1177/0003319710384397","title":"Computerized Texture Analysis of Carotid Plaque Ultrasonic Images Can Identify Unstable Plaques Associated With Ipsilateral Neurological Symptoms","year":2011,"lang":"en","type":"article","venue":"Angiology","topic":"Cerebrovascular and Carotid Artery Diseases","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Asymptomatic; Amaurosis fugax; Stroke (engine); Cardiology; Internal medicine; Stenosis; Radiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001629791,0.0004010085,0.0002695228,0.001808855,0.000124455,0.0004859836,0.0001978564,0.0003013765,0.0006426135],"category_scores_gemma":[0.01055271,0.00017478,0.0002616035,0.0006499497,0.0003740294,0.0003006181,0.000221271,0.0001823398,0.0001718889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002008099,"about_ca_system_score_gemma":0.0001261337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008230885,"about_ca_topic_score_gemma":0.0009715179,"domain_scores_codex":[0.9992548,0.000294982,0.00005837245,0.00009552465,0.0002443312,0.0000519743],"domain_scores_gemma":[0.9954717,0.00244242,0.001305886,0.0003279971,0.0003139611,0.00013807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007341082,0.0001027848,0.9700387,0.00003526267,0.0001649577,0.0001585201,0.00007947163,0.0006791839,0.007366297,0.00006732499,0.0000868616,0.02048665],"study_design_scores_gemma":[0.00002043981,0.0004124813,0.9926639,0.00000593751,0.00006768094,0.0007513383,0.00003946311,0.0040863,0.001711622,0.0001151716,0.0001145313,0.00001128012],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978389,0.0001951208,0.001507841,0.00001646253,0.000003068671,0.00001090823,0.00006396956,0.0000150457,0.0003486277],"genre_scores_gemma":[0.9990928,0.00004915111,0.0007218674,0.000005196139,0.000007480414,0.000005626779,0.00005763174,0.000002063643,0.00005815081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001808855,"threshold_uncertainty_score":0.008619249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01385653754101893,"score_gpt":0.2346824119012788,"score_spread":0.2208258743602598,"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."}}