{"id":"W3127004553","doi":"10.1101/2021.02.02.429396","title":"Sleeping at the Switch","year":2021,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sleep & Circadian Network; École de Technologie Supérieure; Université de Montréal; Hôpital du Sacré-Cœur de Montréal","funders":"","keywords":"Neuroscience; Microscale chemistry; Depolarization; Physics; Electroencephalography; Flexibility (engineering); Dissipation; Psychology; Transition (genetics); Biology; Biophysics; Economics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001786552,0.0002683874,0.0002637201,0.0004352653,0.0003774858,0.0004958641,0.0001656939,0.0002806883,0.003049402],"category_scores_gemma":[0.0006399762,0.000125666,0.000289938,0.0002595469,0.0003782001,0.000437086,0.000388028,0.0003637537,0.000516226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001570231,"about_ca_system_score_gemma":0.0001332624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009787752,"about_ca_topic_score_gemma":0.001481905,"domain_scores_codex":[0.9999088,0.00001087767,0.000007595389,0.00003491381,0.00001700953,0.00002070876],"domain_scores_gemma":[0.9996543,0.00005317058,0.0001002707,0.00004915871,0.00006457688,0.0000785169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002454213,0.00016346,0.3432637,0.0003005401,0.0003981619,0.00318281,0.003682403,0.0004039036,0.4751151,0.004523012,0.003258968,0.1632538],"study_design_scores_gemma":[0.00003522767,0.0006801232,0.9698977,0.00004838399,0.0001225891,0.003090138,0.001053632,0.000919343,0.0146953,0.003326687,0.006100205,0.00003064369],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912572,0.0007349156,0.004100482,0.0001963361,0.00007264706,0.00002197851,0.0004435815,0.00007632524,0.003096404],"genre_scores_gemma":[0.996388,0.0002394805,0.001208187,0.0001453084,0.00004320982,0.00001383041,0.0002413374,0.000020041,0.0017006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003049402,"threshold_uncertainty_score":0.01020128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03715639158917492,"score_gpt":0.2635198917718155,"score_spread":0.2263635001826406,"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."}}