{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002449712,0.0001372285,0.0002497375,0.00007262622,0.00007989052,0.000005103834,0.000008348573,0.00001921053,0.00001367586],"category_scores_gemma":[0.00007433883,0.0001011438,0.00007800925,0.0001257868,0.0001416831,0.00002220962,0.00001166796,0.0000283977,0.000001013061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002242305,"about_ca_system_score_gemma":0.0001548225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006383037,"about_ca_topic_score_gemma":0.000001223829,"domain_scores_codex":[0.9993248,0.00002294042,0.0002011567,0.0002396696,0.0001085965,0.0001028643],"domain_scores_gemma":[0.9994394,0.0001154718,0.00006578032,0.00008431001,0.0001079865,0.0001870133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005179239,0.003751744,0.9545977,0.0009467416,0.002572697,0.0008798947,0.0004356029,2.844699e-7,0.0002052001,0.003890775,0.0007915691,0.02674863],"study_design_scores_gemma":[0.006979397,0.001215431,0.9884,0.0001386694,0.002379992,0.0000992237,0.00009340874,0.0000427906,0.00003972771,0.0002706831,0.0002639796,0.0000767123],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912655,0.004757138,0.00001142121,0.002027877,0.0002186285,0.0006427107,0.0004851432,0.00002111804,0.0005704524],"genre_scores_gemma":[0.9962733,0.002859334,0.0001131142,0.0001647287,0.00008207235,0.00006252274,0.0003190599,0.000008625658,0.0001172393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03380236,"threshold_uncertainty_score":0.4124524,"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."}}