{"id":"W4403816086","doi":"10.1093/eurpub/ckae144.753","title":"2.X.1. Sleep Health Disparities across the life-course: from research to public health policy","year":2024,"lang":"en","type":"article","venue":"European Journal of Public Health","topic":"School Health and Nursing Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Life course approach; Sleep (system call); Public health; Psychology; Health equity; Course (navigation); Gerontology; Environmental health; Medicine; Political science; Nursing; Developmental psychology; Computer science; Engineering","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":[0.01767749,0.0006121755,0.001238762,0.002183475,0.003612442,0.01067664,0.001992753,0.01360951,0.02708899],"category_scores_gemma":[0.01945942,0.0004737146,0.001171174,0.002360086,0.006346257,0.0098959,0.006569635,0.00782005,0.003484247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009531268,"about_ca_system_score_gemma":0.02710189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01621961,"about_ca_topic_score_gemma":0.01474711,"domain_scores_codex":[0.9913098,0.004970595,0.0002875647,0.0006622045,0.001473809,0.001296019],"domain_scores_gemma":[0.9764596,0.01676794,0.001016604,0.0007218799,0.002458418,0.002575646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008979034,0.000170261,0.003136808,0.003520767,0.00004718956,0.0001843143,0.003000343,0.0005439662,0.0003100087,0.4453287,0.4215894,0.1220784],"study_design_scores_gemma":[0.00008530373,0.0001838322,0.0114844,0.02334689,0.00005588532,0.0001722573,0.008348242,0.0005085063,0.0003757193,0.1722272,0.7831437,0.00006800111],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001613338,0.05573732,0.0004735726,0.9010943,0.005722316,0.00007614025,0.0004625578,0.00003032381,0.03479027],"genre_scores_gemma":[0.1109908,0.2113049,0.00334314,0.6010581,0.0259052,0.001019178,0.0008450114,0.0001050869,0.04542866],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02708899,"threshold_uncertainty_score":0.09348857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.358025608568156,"score_gpt":0.5774487739126074,"score_spread":0.2194231653444514,"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."}}