{"id":"W4406675811","doi":"10.56367/oag-045-11791","title":"Solutions for better sleep","year":2025,"lang":"en","type":"article","venue":"Open Access Government","topic":"Sleep and related disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Canadian Institutes of Health Research; Canada Research Chairs","keywords":"Sleep (system call); Computer science; Environmental science; Operating system","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005275838,0.001168245,0.0008956408,0.001315538,0.005202446,0.006041409,0.002150328,0.01004896,0.06091151],"category_scores_gemma":[0.0157026,0.0004040658,0.001604782,0.0008443563,0.005018037,0.008385658,0.006731235,0.02106407,0.02115844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005194491,"about_ca_system_score_gemma":0.01587511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01521799,"about_ca_topic_score_gemma":0.03513737,"domain_scores_codex":[0.9946043,0.00168777,0.0003001509,0.0005322752,0.001534671,0.001340747],"domain_scores_gemma":[0.9862216,0.001991431,0.0006076328,0.0005758724,0.004011551,0.00659205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004962909,0.000091071,0.0005559697,0.0004302913,0.00003283102,0.0001204636,0.0007025757,0.00005550895,0.0001993456,0.01476919,0.8872802,0.09571304],"study_design_scores_gemma":[0.00003458202,0.00005526385,0.0009133693,0.001405526,0.00002936267,0.0002789511,0.002240422,0.00007066582,0.0001403005,0.02297306,0.9718248,0.00003374354],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0005485732,0.03634062,0.001332278,0.9200849,0.02274518,0.00002871023,0.000145057,0.0002218586,0.01855285],"genre_scores_gemma":[0.03188756,0.1174994,0.01111114,0.6929545,0.03284403,0.000259348,0.0006689862,0.0004748892,0.1123001],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06091151,"threshold_uncertainty_score":0.2037693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04811470325915806,"score_gpt":0.4006658707562117,"score_spread":0.3525511674970537,"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."}}