{"id":"W4401894218","doi":"10.32942/x2fw44","title":"A novel method to study the ecological role of sleep in small mammals.","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"Centre National de la Recherche Scientifique","keywords":"Sleep (system call); Ecology; Abiotic component; Biology; Flexibility (engineering); Sleep patterns; Circadian rhythm; Neuroscience; Computer science","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":[0.0003738815,0.0004821796,0.0002580768,0.000976724,0.0003618803,0.0003591926,0.0006335966,0.0007098233,0.003586227],"category_scores_gemma":[0.0004584614,0.0002546005,0.0003603495,0.0004756015,0.000508741,0.0005885212,0.0006364408,0.0008796573,0.00170596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000174698,"about_ca_system_score_gemma":0.0003043364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005114629,"about_ca_topic_score_gemma":0.001078498,"domain_scores_codex":[0.9997725,0.00002536105,0.00001313561,0.0001053905,0.00006605659,0.00001766565],"domain_scores_gemma":[0.9997385,0.00005745988,0.00004922553,0.00006215478,0.00004561396,0.00004704324],"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":[0.00006787806,0.00003611787,0.001287629,0.0002248075,0.00002763006,0.0002010114,0.0000811136,0.00009147495,0.946686,0.0009513105,0.001052571,0.04929253],"study_design_scores_gemma":[0.000174487,0.002506227,0.07337759,0.0002979719,0.000378111,0.01653001,0.0004737678,0.01073365,0.6708669,0.005913918,0.2185557,0.0001915111],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1229486,0.01260967,0.8371269,0.001131541,0.00193367,0.001001888,0.003337166,0.00236371,0.01754689],"genre_scores_gemma":[0.2251101,0.005135473,0.7413006,0.001304595,0.000511692,0.002737188,0.002203497,0.0004755233,0.0212212],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003586227,"threshold_uncertainty_score":0.01199716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.129730724110762,"score_gpt":0.3914923955080625,"score_spread":0.2617616713973004,"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."}}