{"id":"W3125917512","doi":"10.2196/24965","title":"Family Caregiver Needs and Preferences for Virtual Training to Manage Behavioral and Psychological Symptoms of Dementia: Interview Study","year":2021,"lang":"en","type":"article","venue":"JMIR Aging","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Aging; Agency for Healthcare Research and Quality","keywords":"Dementia; Family caregivers; Caregiver stress; Psychology; Medical prescription; Telehealth; Clinical psychology; Health care; Psychiatry; Medicine; Nursing; Telemedicine; Disease","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":[0.0002579969,0.0001001368,0.0002393129,0.0001290721,0.00005169079,0.00003894307,0.00005180858,0.00002868884,0.00006995678],"category_scores_gemma":[0.0000160602,0.00008224157,0.00004074405,0.0001695067,0.00005327834,0.00006171708,0.0001418082,0.00009127688,9.437834e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009013275,"about_ca_system_score_gemma":0.00001373021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009432106,"about_ca_topic_score_gemma":0.000009226451,"domain_scores_codex":[0.9990939,0.00006873195,0.000174767,0.0002590286,0.0002005439,0.0002029607],"domain_scores_gemma":[0.9996117,0.00004704893,0.0000290218,0.0001005236,0.000102985,0.0001086635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001147096,0.000950856,0.5006579,0.0001644892,0.0002207564,0.0000836968,0.01747911,1.036323e-7,0.004307585,0.00006210041,0.0001308068,0.4758279],"study_design_scores_gemma":[0.00238409,0.005023182,0.9240065,0.0002535715,0.0002564625,0.00001792624,0.06718186,0.00001289597,0.0002903835,0.00002768277,0.0004468585,0.00009859562],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969354,0.000439654,0.0006281736,0.0001655374,0.00004366702,0.0009158774,0.000006472183,0.000016244,0.0008490355],"genre_scores_gemma":[0.9990357,0.00002595552,0.000204837,0.0002205418,0.00002625987,0.0001896164,0.000009091415,0.000008528677,0.0002795026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4757293,"threshold_uncertainty_score":0.3353714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1201977249260319,"score_gpt":0.416215981195664,"score_spread":0.2960182562696321,"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."}}