{"id":"W4417043237","doi":"10.1093/ageing/afaf318.178","title":"‘O Sleep, O Gentle Sleep!’ - Profiling Sleep Quality in Patients Attending a Specialist Memory Clinic","year":2025,"lang":"en","type":"article","venue":"Age and Ageing","topic":"Sleep and related disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Sleep (system call); Pittsburgh Sleep Quality Index; Sleep hygiene; Sleep disorder; Cognition; Cohort; Sleep medicine; Sleep quality","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005069287,0.0002112825,0.0003369661,0.0002605898,0.0002104787,0.00005685006,0.0001730073,0.0002454353,0.0004905483],"category_scores_gemma":[0.0001078531,0.000203212,0.0001076883,0.0004195073,0.00009097093,0.0001178532,0.0001188097,0.0004368196,0.0001418685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005038695,"about_ca_system_score_gemma":0.0000102617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005553965,"about_ca_topic_score_gemma":0.0001511841,"domain_scores_codex":[0.9980078,0.0002469186,0.000599465,0.000532939,0.0001515776,0.0004613531],"domain_scores_gemma":[0.9992464,0.0001960584,0.0001404372,0.0003183042,0.00002414869,0.00007467339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003661573,0.001266218,0.6500937,0.0001958515,0.0008912692,0.002949624,0.006702482,0.00005662211,0.0003569869,0.006874764,0.002023137,0.3282232],"study_design_scores_gemma":[0.006991887,0.000106988,0.9824745,0.0001803185,0.0001842582,0.000001828074,0.003947649,0.0001867346,0.00009705537,0.001838365,0.00344492,0.0005455058],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9030217,0.001012496,0.0002028478,0.0001823075,0.00166648,0.0003735353,0.000005461693,0.0000680462,0.09346712],"genre_scores_gemma":[0.9967114,0.00004673782,0.000104981,0.0006445298,0.0001287436,0.0000286622,0.00004259542,0.00002253784,0.002269802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3323808,"threshold_uncertainty_score":0.8286746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0237365949131818,"score_gpt":0.3307200803299621,"score_spread":0.3069834854167803,"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."}}