{"id":"W7124366460","doi":"","title":"Latent profile analysis of sleep characteristics of patients with mild cognitive impairment and influencing factors","year":2025,"lang":"zh","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Sleep and related disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Logistic regression; Sleep (system call); Actigraphy; Cognition; Sleep disorder; Dementia; Observational study; Sleep onset latency; Nap","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":[0.0006604953,0.000388263,0.0002867092,0.001132423,0.0004766792,0.0005798167,0.0002452797,0.0002677405,0.001892721],"category_scores_gemma":[0.001974746,0.0001776882,0.0009117472,0.001057,0.0002240965,0.0004646934,0.0005590966,0.0003660416,0.0002114932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003127568,"about_ca_system_score_gemma":0.0004871371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005140445,"about_ca_topic_score_gemma":0.007388645,"domain_scores_codex":[0.9996336,0.00008552193,0.00004869056,0.0000817773,0.00005925095,0.00009121629],"domain_scores_gemma":[0.9992705,0.0001099533,0.0003264109,0.0000874378,0.0001016628,0.0001040482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008663729,0.00003017714,0.9977154,0.000006401513,0.0000641908,0.00002661443,0.00007845029,0.00009162222,0.0001421848,0.00002589638,0.00006228697,0.001670012],"study_design_scores_gemma":[0.000005997431,0.00008085413,0.9978434,0.000004649374,0.00002832477,0.00007736441,0.000227025,0.001508296,0.00004604469,0.00009739402,0.0000761742,0.000004382244],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986877,0.00008910653,0.0005556964,0.00004500858,0.000004706036,0.00001678171,0.0003945767,0.000005223021,0.0002012185],"genre_scores_gemma":[0.9992454,0.0000292222,0.0001386064,0.000005308189,0.000003936214,0.00001246109,0.0004749491,0.000001163074,0.00008903164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005140445,"threshold_uncertainty_score":0.01022106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07754878091809288,"score_gpt":0.4675265497929386,"score_spread":0.3899777688748458,"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."}}