{"id":"W4297964671","doi":"10.1093/sleep/zsac240","title":"Biomarkers of sleep and insomnia—challenges and opportunities","year":2022,"lang":"en","type":"article","venue":"SLEEP","topic":"Sleep and related disorders","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Institutes of Health; Eisai Canada","keywords":"Insomnia; Sleep (system call); Polysomnography; Actigraphy; Medicine; Psychology; Psychiatry; Computer science; Electroencephalography","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":[0.01376901,0.001636748,0.003410303,0.002651969,0.001112915,0.007403101,0.001972659,0.003113703,0.00260832],"category_scores_gemma":[0.02058259,0.00082831,0.001155023,0.002590039,0.002327887,0.005470299,0.002400059,0.004292384,0.0007456669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001260745,"about_ca_system_score_gemma":0.003380953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003025059,"about_ca_topic_score_gemma":0.00678167,"domain_scores_codex":[0.9959269,0.001746657,0.0005692648,0.0006720826,0.0007641477,0.0003209576],"domain_scores_gemma":[0.9839918,0.008655936,0.002183714,0.0008845163,0.003275351,0.001008631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002349493,0.00116399,0.3682926,0.004951838,0.001881727,0.0003944496,0.0007664408,0.001389083,0.01043213,0.01863682,0.03242531,0.5573162],"study_design_scores_gemma":[0.0007729428,0.005147227,0.4546313,0.01107693,0.00293777,0.004672105,0.006811514,0.009395766,0.009231415,0.1649115,0.3297611,0.0006504946],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04476316,0.8773435,0.01516871,0.04562338,0.005022654,0.0002225844,0.002544561,0.0002638004,0.00904778],"genre_scores_gemma":[0.572127,0.2861001,0.08804315,0.02587912,0.01444695,0.001459917,0.00362429,0.0001567123,0.008162728],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01376901,"threshold_uncertainty_score":0.0728184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0447892961533392,"score_gpt":0.2712361869343455,"score_spread":0.2264468907810063,"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."}}