{"id":"W4412822928","doi":"10.1093/eurpub/ckaf093","title":"Time to act: dismantling social barriers to healthy sleep across the life-course","year":2025,"lang":"en","type":"article","venue":"European Journal of Public Health","topic":"Sleep and related disorders","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"National Heart, Lung, and Blood Institute; Canadian Institutes of Health Research; National Institutes of Health","keywords":"Course (navigation); Life course approach; Sleep (system call); Psychology; Gerontology; Environmental health; Business; Medicine; Engineering; Social psychology; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.002188495,0.0003703854,0.0004681132,0.0005468308,0.004639383,0.003577041,0.001310157,0.001654416,0.01134366],"category_scores_gemma":[0.007230155,0.0002475185,0.0006945871,0.0003224817,0.002603305,0.003230086,0.006321055,0.004853169,0.001680064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002171585,"about_ca_system_score_gemma":0.006381112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01448154,"about_ca_topic_score_gemma":0.0505334,"domain_scores_codex":[0.9984732,0.0007825226,0.0000346713,0.0001616387,0.0001888804,0.000359039],"domain_scores_gemma":[0.9960089,0.0007697744,0.0003778064,0.0001323707,0.0004193557,0.002291749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003448074,0.001103452,0.0858961,0.001677431,0.000455369,0.001512881,0.09552475,0.0006663806,0.001710925,0.0605798,0.1900127,0.5605153],"study_design_scores_gemma":[0.000126229,0.0007245998,0.2192092,0.005137393,0.0003408421,0.00128989,0.1264154,0.001508614,0.0005809394,0.09670781,0.5477791,0.0001799052],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3757656,0.0662737,0.01513433,0.3916524,0.006577587,0.0003004339,0.001142853,0.0005145539,0.1426387],"genre_scores_gemma":[0.9062861,0.02892121,0.007838211,0.03516327,0.001463389,0.0005242818,0.0006285033,0.0002486905,0.01892633],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01448154,"threshold_uncertainty_score":0.03794831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02855268702578521,"score_gpt":0.3550117605394665,"score_spread":0.3264590735136813,"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."}}