{"id":"W4415689232","doi":"10.1002/alz.70742","title":"International recommendations for sleep and circadian research in aging and Alzheimer's disease: A Delphi consensus study","year":2025,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Sleep and related disorders","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surrey Place Centre; Hôpital du Sacré-Cœur de Montréal","funders":"Alzheimer's Association","keywords":"Circadian rhythm; Dementia; Sleep (system call); Delphi method; Delphi","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.5436307,0.002920869,0.003237223,0.01378066,0.007910543,0.0102339,0.008731518,0.009609601,0.01008327],"category_scores_gemma":[0.4812841,0.002771325,0.008932736,0.01068916,0.00736012,0.01192393,0.02016174,0.0125403,0.003294623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02011273,"about_ca_system_score_gemma":0.1083506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01007912,"about_ca_topic_score_gemma":0.01007274,"domain_scores_codex":[0.4383923,0.4300129,0.07780315,0.008929959,0.03466035,0.01020136],"domain_scores_gemma":[0.4691533,0.2599628,0.02395098,0.01828187,0.2144956,0.0141555],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009526129,0.000910977,0.008324833,0.0643336,0.0009786917,0.001021689,0.1645113,0.002702956,0.00226895,0.04352262,0.1934997,0.5169721],"study_design_scores_gemma":[0.001947813,0.001110584,0.01299063,0.2121046,0.00148567,0.001203524,0.2014419,0.007787779,0.00220236,0.0811261,0.4755664,0.001032523],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.04578367,0.04121696,0.2562191,0.3376403,0.0232332,0.2294336,0.004338452,0.00109879,0.06103592],"genre_scores_gemma":[0.1481632,0.01803807,0.5654689,0.02601973,0.001170645,0.2333891,0.00237715,0.0003510203,0.005022202],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4563693,"threshold_uncertainty_score":0.5627846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07822202024560533,"score_gpt":0.4053151590447154,"score_spread":0.3270931387991101,"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."}}