{"id":"W3201475526","doi":"10.2196/30652","title":"e-Learning and Web-Based Tools for Psychosocial Interventions Addressing Neuropsychiatric Symptoms of Dementia During the COVID-19 Pandemic in Tokyo, Japan: Quasi-Experimental Study","year":2021,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Japan Society for the Promotion of Science; Policy-Based Medical Services Foundation","keywords":"Dementia; Psychosocial; Psychological intervention; Medicine; Pandemic; Social distance; Coronavirus disease 2019 (COVID-19); Psychiatry; Disease; Internal medicine; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007665849,0.0001094436,0.0002088518,0.0001818769,0.0001982444,0.00005681693,0.00008845963,0.00006823223,0.0007599823],"category_scores_gemma":[0.001938506,0.00008974769,0.0001178599,0.000407338,0.0001100049,0.00008948904,0.00005677007,0.0003142433,0.000001814927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001177358,"about_ca_system_score_gemma":0.001685526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002893482,"about_ca_topic_score_gemma":0.00006092007,"domain_scores_codex":[0.9981381,0.0003766459,0.0004227062,0.0002938503,0.0005458333,0.0002228816],"domain_scores_gemma":[0.9990636,0.0003242597,0.000121831,0.0001219742,0.0001292246,0.0002391569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002754887,0.009648672,0.9659603,0.0005437135,0.00006754792,0.000005273268,0.001635846,5.663146e-7,0.00197787,0.00003131645,0.000202288,0.01965112],"study_design_scores_gemma":[0.009934116,0.002867037,0.9592085,0.0004915511,0.0001755198,0.00004495496,0.02495527,0.000344031,0.0002635612,0.00002766949,0.001558243,0.000129549],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944,0.0008993656,0.0001611812,0.002664736,0.0002492335,0.001432571,0.000003003489,0.00002546487,0.0001644962],"genre_scores_gemma":[0.9978818,0.00003268127,0.00006310766,0.0006991668,0.0001741081,0.0008632489,0.00005599028,0.00001500478,0.0002149286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02331943,"threshold_uncertainty_score":0.8321273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04425886232038694,"score_gpt":0.4438682458011385,"score_spread":0.3996093834807516,"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."}}