{"id":"W3153317409","doi":"10.2147/ndt.s290692","title":"Characteristics of TCM Constitution and Related Biomarkers for Mild Cognitive Impairment","year":2021,"lang":"en","type":"article","venue":"Neuropsychiatric Disease and Treatment","topic":"Traditional Chinese Medicine Studies","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Medicine; Traditional Chinese medicine; Phlegm; Montreal Cognitive Assessment; Constitution; Blood stasis; Internal medicine; Cognitive impairment; Logistic regression; Cognition; Urine; Incidence (geometry); Disease; Population; Gastroenterology; Traditional medicine; Pathology; Psychiatry; Alternative medicine; Environmental health; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001935545,0.00022921,0.0002289622,0.0009991537,0.0003361347,0.0002348918,0.0001133403,0.00022041,0.002682727],"category_scores_gemma":[0.001126132,0.00008545766,0.0003095061,0.0009110976,0.0001835495,0.0001941149,0.0001926938,0.0002418945,0.0001761098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002149705,"about_ca_system_score_gemma":0.0002867379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003138302,"about_ca_topic_score_gemma":0.003616259,"domain_scores_codex":[0.9998939,0.00001761776,0.00001958312,0.00002083591,0.0000295705,0.00001848702],"domain_scores_gemma":[0.9994544,0.00006249631,0.0003329126,0.00002244571,0.00006200634,0.00006572997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001544793,0.00003513914,0.995583,0.00004027036,0.00006407976,0.0002041845,0.00006885811,0.00004251155,0.0007866464,0.00003143101,0.0001065902,0.002882874],"study_design_scores_gemma":[0.000003011558,0.00005623158,0.9993086,0.000006356641,0.00002194936,0.0003307688,0.00002905121,0.00005527043,0.00004258258,0.00003249385,0.000111745,0.000001985973],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974783,0.001043462,0.00009626892,0.00009027661,0.000007815296,0.00002210476,0.000425087,0.000004748252,0.0008319364],"genre_scores_gemma":[0.999043,0.0002588489,0.0001454148,0.00002123396,0.00001508712,0.000007038733,0.0002649108,7.222835e-7,0.0002437198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003138302,"threshold_uncertainty_score":0.008974552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01572933091602021,"score_gpt":0.2700840590602285,"score_spread":0.2543547281442083,"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."}}