{"id":"W4408152464","doi":"10.1186/isrctn73971514","title":"Using sound to improve sleep quality in people with insomnia: a pilot study","year":2025,"lang":"en","type":"dataset","venue":"http://isrctn.com/","topic":"Noise Effects and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Medical Research Council; Canadian Institutes of Health Research","keywords":"Insomnia; Sleep quality; Sound (geography); Sleep (system call); Psychology; Quality (philosophy); Audiology; Applied psychology; Computer science; Medicine; Acoustics; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001820341,0.0009190119,0.001185114,0.0009917534,0.000703493,0.0008914724,0.001965892,0.00128033,0.02720867],"category_scores_gemma":[0.006216615,0.0003687645,0.001625927,0.001685936,0.0002197691,0.0004927017,0.00112204,0.001010043,0.01313242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001542609,"about_ca_system_score_gemma":0.001993225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06658345,"about_ca_topic_score_gemma":0.1169847,"domain_scores_codex":[0.9994305,0.0001648219,0.000111731,0.0001037995,0.0001160389,0.00007304391],"domain_scores_gemma":[0.9972169,0.0008528801,0.0003506223,0.0004003102,0.0008813585,0.0002978928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.008339319,0.00114559,0.02733307,0.004780545,0.0007770124,0.00009810369,0.0001552086,0.001009253,0.000321907,0.0004546718,0.9231684,0.0324169],"study_design_scores_gemma":[0.03622799,0.003165949,0.4322642,0.004727651,0.003598206,0.0004601796,0.00121791,0.007406456,0.001425766,0.002671601,0.5064313,0.0004027375],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00709436,0.0002748015,0.0001674015,0.0004147267,0.00006245984,0.0002550395,0.9904196,0.0001370203,0.001174624],"genre_scores_gemma":[0.01253063,0.0002708711,0.0008298096,0.0003316612,0.00004514281,0.002036614,0.9815881,0.00003840003,0.002328678],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.06658345,"threshold_uncertainty_score":0.1323918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0852467104932096,"score_gpt":0.4480635327192018,"score_spread":0.3628168222259922,"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."}}