{"id":"W4292059655","doi":"10.3389/fpsyt.2022.882922","title":"Neuropsychiatric symptoms and altered sleep quality in cerebral small vessel disease","year":2022,"lang":"en","type":"article","venue":"Frontiers in Psychiatry","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pittsburgh Sleep Quality Index; Beck Anxiety Inventory; Anxiety; Depression (economics); Beck Depression Inventory; Sleep (system call); Medicine; Sleep disorder; Cognition; Psychiatry; Sleep quality; Disease; Internal medicine; Clinical psychology; Psychology","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":[0.0002524104,0.0002474477,0.000241622,0.0005702412,0.0002595814,0.0003784274,0.0001733735,0.0002334254,0.001567825],"category_scores_gemma":[0.001007004,0.0001054952,0.0002606525,0.0004823488,0.0002240679,0.0001924472,0.000232153,0.0002779989,0.00009220194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002301132,"about_ca_system_score_gemma":0.0001584729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002500136,"about_ca_topic_score_gemma":0.004796705,"domain_scores_codex":[0.9998777,0.00002771258,0.00002156694,0.00002398274,0.00002487762,0.00002412367],"domain_scores_gemma":[0.9993516,0.0000881304,0.0003482671,0.0000230748,0.00005892457,0.0001300677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001815824,0.0000275208,0.9973704,0.00001579326,0.00006416713,0.0001388916,0.00003403308,0.00002309239,0.0003646359,0.000009277343,0.00003174986,0.001738875],"study_design_scores_gemma":[0.000004201091,0.00005832834,0.9995183,0.000002998058,0.00001480114,0.0002661711,0.00002910073,0.00004288117,0.00002669514,0.0000131068,0.00002217341,0.000001197222],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987873,0.0007343614,0.00004689881,0.00002299711,0.000005108932,0.000005210477,0.0001009546,0.000001835917,0.0002952588],"genre_scores_gemma":[0.9996711,0.0001375543,0.0000359279,0.000009883264,0.000008124697,0.000002338594,0.00008423388,3.65855e-7,0.0000505527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002500136,"threshold_uncertainty_score":0.005244851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02234635527341947,"score_gpt":0.2775234528207677,"score_spread":0.2551770975473482,"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."}}