{"id":"W4391876658","doi":"10.2196/preprints.57036","title":"Assistive Technology to Support Dementia Management: Protocol for a Scoping Review of Reviews (Preprint)","year":2024,"lang":"en","type":"review","venue":"","topic":"Assistive Technology in Communication and Mobility","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dementia; Systematic review; Preprint; Grey literature; Dignity; Autonomy; Best practice; Psychology; Nursing; Medicine; MEDLINE; Knowledge management; World Wide Web; Computer science; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07744053,0.004882308,0.01192593,0.01776971,0.004686856,0.008590369,0.004655459,0.005817171,0.1534364],"category_scores_gemma":[0.1251161,0.005470123,0.01721559,0.01897845,0.003865006,0.008901047,0.007508061,0.007806757,0.02527849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01439113,"about_ca_system_score_gemma":0.06855663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007667387,"about_ca_topic_score_gemma":0.0164107,"domain_scores_codex":[0.962405,0.01458376,0.01338496,0.003063204,0.004561785,0.002001245],"domain_scores_gemma":[0.9089845,0.03362234,0.01711026,0.007348954,0.03004966,0.002884292],"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":[0.003975706,0.0003050011,0.0006235444,0.8060994,0.001545022,0.0006675243,0.003194445,0.00109111,0.001811513,0.005762338,0.1151422,0.05978211],"study_design_scores_gemma":[0.01174478,0.001012901,0.003486889,0.5663015,0.003292779,0.0004653488,0.003100409,0.0006881746,0.001594014,0.008140042,0.3997879,0.0003852566],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0002708517,0.001986812,0.001783859,0.0006476663,0.0005922219,0.983705,0.009805901,0.0001666152,0.001041053],"genre_scores_gemma":[0.0001731495,0.0009915142,0.003394956,0.0002336047,0.00003869702,0.9937105,0.0009393427,0.00001463875,0.0005034902],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1534364,"threshold_uncertainty_score":0.5132958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.29664447823894,"score_gpt":0.6242166252800828,"score_spread":0.3275721470411428,"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."}}