{"id":"W4385633969","doi":"10.7224/1537-2073.2022-110","title":"Behavioral Interventions to Improve Sleep Outcomes in Individuals With Multiple Sclerosis: A Systematic Review","year":2023,"lang":"en","type":"review","venue":"International Journal of MS Care","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Psychological intervention; Medicine; Data extraction; MEDLINE; Critical appraisal; Inclusion (mineral); Intervention (counseling); Cognitive behavioral therapy; Meta-analysis; Clinical psychology; Cognition; Alternative medicine; Psychiatry; Psychology; Pathology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001053821,0.0004716921,0.004164626,0.001553406,0.00004134275,0.0001006643,0.0009814932,0.0001489943,0.0000508764],"category_scores_gemma":[0.003381881,0.0002905951,0.001755803,0.0005708284,0.0000582881,0.0001629577,0.0004151043,0.0008884569,0.0001008239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001116467,"about_ca_system_score_gemma":0.0003834696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007590503,"about_ca_topic_score_gemma":0.0003228748,"domain_scores_codex":[0.9942458,0.0003095774,0.002679555,0.0003529141,0.002069731,0.0003424058],"domain_scores_gemma":[0.9952809,0.0005465106,0.001552788,0.0004161503,0.001929024,0.0002745985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00002697665,0.0003552194,0.003059513,0.9232328,0.003262176,0.000345373,0.0005359299,0.00000193652,0.000001881852,0.000002764119,0.0006236689,0.06855179],"study_design_scores_gemma":[0.00141052,0.0005755489,0.002091703,0.9841209,0.003936503,0.0001695747,0.0006281993,6.73803e-7,0.000001387454,8.198541e-7,0.006816858,0.0002473076],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003084905,0.9937439,0.00002477578,0.0004949595,0.0006279747,0.004142421,0.000603375,0.00002799339,0.00002608584],"genre_scores_gemma":[0.000976233,0.9966965,0.0006035165,0.0001507018,0.0002133397,0.0009594292,0.000110489,0.00008930334,0.0002004451],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06830448,"threshold_uncertainty_score":0.9999546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2017304478156633,"score_gpt":0.460826118211724,"score_spread":0.2590956703960607,"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."}}