{"id":"W4220909655","doi":"10.1038/s41559-022-01683-5","title":"The biology of beauty sleep","year":2022,"lang":"en","type":"letter","venue":"Nature Ecology & Evolution","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Institute for Advanced Research","funders":"","keywords":"Beauty; Biology; Sleep (system call); Evolutionary biology; Ecology; Zoology; Computer science; Aesthetics; Art","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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0006707855,0.0002405141,0.0003654201,0.0002984517,0.0007819305,0.00001753903,0.001253657,0.002616236,0.0007717743],"category_scores_gemma":[0.002757863,0.0001745611,0.0001937708,0.0005707704,0.0008141415,0.00005446625,0.000451979,0.008553221,0.00007919234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004507403,"about_ca_system_score_gemma":0.0002535522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002800684,"about_ca_topic_score_gemma":0.00005886511,"domain_scores_codex":[0.9961549,0.001477244,0.0003534972,0.0006982254,0.0004930301,0.0008231089],"domain_scores_gemma":[0.9960669,0.002811406,0.0003179398,0.0006523309,0.0001144265,0.00003702381],"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":[0.00008039679,0.00004362962,0.001993714,0.00002705039,0.00003542484,0.00005965958,0.00002129765,0.00001339634,0.002900929,0.01163658,0.982068,0.001119927],"study_design_scores_gemma":[0.000259646,0.0003024784,0.003414969,0.000003282228,0.00003055725,0.00004692447,0.00001044028,0.0001621834,0.002475797,0.01018822,0.9829336,0.0001718751],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03011236,0.003678843,0.00007711707,0.9406294,0.01532912,0.00119109,0.0003691433,0.0001553686,0.008457562],"genre_scores_gemma":[0.804611,0.0002036865,0.00001262482,0.1892028,0.002528683,0.0003373885,0.0001783285,0.00005156242,0.002873838],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7744987,"threshold_uncertainty_score":0.9986786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01699983956665962,"score_gpt":0.2956235011698964,"score_spread":0.2786236616032368,"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."}}