{"id":"W4406224570","doi":"10.1002/alz.086799","title":"24‐Hour Optimized Lighting for Persons with Dementia: Technology Development","year":2024,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Dementia; Gerontology; Medicine; Psychology; Internal medicine; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000680457,0.0003615854,0.0002145362,0.0006361855,0.0003910429,0.000657299,0.001121208,0.0003892092,0.003249044],"category_scores_gemma":[0.0005802991,0.0001723667,0.0003847585,0.0004563614,0.0002525212,0.0004175255,0.0005418515,0.0003185442,0.001082935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001533998,"about_ca_system_score_gemma":0.002847556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02371462,"about_ca_topic_score_gemma":0.02733317,"domain_scores_codex":[0.9995974,0.0000456177,0.0000172877,0.00005884314,0.000224647,0.00005625587],"domain_scores_gemma":[0.9995448,0.00003351633,0.00002481,0.00002849536,0.000323541,0.00004490167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002111253,0.0004339694,0.007017402,0.000809858,0.00002826669,0.0002737369,0.000490886,0.006496467,0.1779066,0.001790217,0.0145664,0.7899749],"study_design_scores_gemma":[0.0002822629,0.006217689,0.08308008,0.0008181105,0.0003307057,0.002445081,0.001641066,0.07085826,0.4325799,0.002465866,0.3990158,0.0002652325],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3271244,0.007963595,0.6058789,0.001907004,0.0004483952,0.002072957,0.0007432538,0.008178128,0.04568344],"genre_scores_gemma":[0.5206483,0.00597134,0.4453306,0.000464452,0.00008641698,0.0007926035,0.0009547175,0.0002915231,0.02546014],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02371462,"threshold_uncertainty_score":0.04715317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02227387623042849,"score_gpt":0.2567190662647444,"score_spread":0.234445190034316,"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."}}