{"id":"W4293239448","doi":"10.1136/gpsych-2021-100532","title":"Efficacy of comprehensive cognitive health management for Shanghai community older adults with mild cognitive impairment","year":2022,"lang":"en","type":"article","venue":"General Psychiatry","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Key Research and Development Program of China; Shanghai Municipal Health Commission","keywords":"Cognitive impairment; Cognition; Gerontology; Medicine; Psychology; Psychiatry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004871922,0.000311439,0.0005359178,0.0002950962,0.0007898979,0.00001710674,0.0001951114,0.00004080326,0.000454121],"category_scores_gemma":[0.000008371779,0.0002764248,0.0002406621,0.0004700456,0.0001825005,0.00005587154,0.0003123067,0.0005732365,0.000009606256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001485648,"about_ca_system_score_gemma":0.0003521171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002263929,"about_ca_topic_score_gemma":0.00005317762,"domain_scores_codex":[0.9970917,0.0004897832,0.000476091,0.0004652704,0.0008093315,0.0006678996],"domain_scores_gemma":[0.9985156,0.0001839418,0.0002640882,0.0003121099,0.0004455774,0.0002786526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1844397,0.06080607,0.4799221,0.01522473,0.01139499,0.0001389227,0.0199312,0.00009975966,0.000185811,0.002195061,0.06885898,0.1568028],"study_design_scores_gemma":[0.04909622,0.01600468,0.8740049,0.001439404,0.0005043945,0.00005591217,0.05746486,0.0001135416,0.0003095158,0.0001212745,0.0005364593,0.000348858],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870455,0.001021892,0.001024812,0.00186155,0.0003074108,0.006740759,0.0006071763,0.00006129261,0.001329646],"genre_scores_gemma":[0.9877843,0.0000731503,0.002592635,0.005685487,0.0001509772,0.001362636,0.001413902,0.00005709758,0.0008797956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3940828,"threshold_uncertainty_score":0.9999688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0247091240538219,"score_gpt":0.3379015892874756,"score_spread":0.3131924652336537,"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."}}