{"id":"W4220893064","doi":"10.1155/2022/9540701","title":"Evaluation of the Effects of Folic Acid Combined with Atorvastatin on the Poststroke Cognitive Impairment by Low‐Rank Matrix Denoising Algorithm‐Based MRI Imaging","year":2022,"lang":"en","type":"article","venue":"Contrast Media & Molecular Imaging","topic":"Cerebrovascular and Carotid Artery Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health Commission of Heilongjiang Province","keywords":"Algorithm; Atorvastatin; Folic acid; Homocysteine; Noise reduction; Ischemic stroke; Stroke (engine); Medicine; Internal medicine; Mathematics; Artificial intelligence; Computer science; Ischemia; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001084857,0.0002705599,0.0004094911,0.0001255704,0.0002257071,0.0000291419,0.0002091999,0.00001611537,0.00009704055],"category_scores_gemma":[0.0004964998,0.0001814292,0.0003166568,0.0003375489,0.0002440835,0.00005765609,0.00008805846,0.0002836669,0.000001475276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001982816,"about_ca_system_score_gemma":0.0005031474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003630661,"about_ca_topic_score_gemma":0.000002045659,"domain_scores_codex":[0.9959466,0.0009552293,0.0003540893,0.000347952,0.002048913,0.0003471643],"domain_scores_gemma":[0.998155,0.0004831922,0.0002863687,0.0004516279,0.0005030415,0.0001207498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001534586,0.002899497,0.07794663,0.0008117323,0.002062192,0.0002385342,0.004827471,0.0006641477,0.8064454,0.0001157669,0.001212784,0.1012413],"study_design_scores_gemma":[0.02492575,0.0008991898,0.05545773,0.001848631,0.005420803,0.000104135,0.005069808,0.05181002,0.8538949,0.00009283505,0.00002865365,0.0004474771],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849079,0.002383915,0.008296611,0.00129522,0.0002080084,0.002668296,0.0001261003,0.00003496384,0.00007897439],"genre_scores_gemma":[0.997927,0.000005591363,0.0001001712,0.001456435,0.00002932092,0.0003083683,0.0001166724,0.00005388195,0.000002615572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1007938,"threshold_uncertainty_score":0.7398468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003242773526643998,"score_gpt":0.2311124185537125,"score_spread":0.2278696450270685,"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."}}