{"id":"W4312376157","doi":"10.2196/40330","title":"Digital Health Technology to Support Health Care Professionals and Family Caregivers Caring for Patients With Cognitive Impairment: Scoping Review","year":2022,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Victoria General Hospital Foundation; Research Manitoba","keywords":"CINAHL; PsycINFO; Psychological intervention; Family caregivers; Dementia; MEDLINE; Health care; Psychology; Medicine; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007845393,0.001373828,0.003335976,0.01517824,0.001161947,0.004138269,0.001738574,0.003370423,0.005478129],"category_scores_gemma":[0.03928559,0.0008060441,0.003637547,0.01423389,0.001104557,0.002939718,0.002164108,0.001435695,0.0007118905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002911755,"about_ca_system_score_gemma":0.0145825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006493193,"about_ca_topic_score_gemma":0.01225728,"domain_scores_codex":[0.9944455,0.001792527,0.002154454,0.0002992079,0.001086063,0.0002223039],"domain_scores_gemma":[0.9665886,0.02653902,0.003423314,0.0003919719,0.002758234,0.0002988886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00008003916,0.00004923819,0.0004385247,0.8299527,0.001201611,0.0001556202,0.0007446905,0.0001269779,0.0001698786,0.0007330895,0.003682334,0.1626654],"study_design_scores_gemma":[0.0000268245,0.00007434731,0.0007734685,0.9590168,0.004082856,0.0002232992,0.0004687079,0.00004347249,0.0001104226,0.0002335801,0.03493199,0.0000142463],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005655423,0.9972867,0.0001576263,0.0003231852,0.0001884564,0.0003085632,0.0001287848,0.000007041452,0.001034174],"genre_scores_gemma":[0.003507633,0.9951139,0.0003967857,0.0003009868,0.0000837722,0.0003576897,0.0000946993,0.000003502773,0.0001410995],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01517824,"threshold_uncertainty_score":0.04149085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01954276421171015,"score_gpt":0.409316398891011,"score_spread":0.3897736346793008,"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."}}