{"id":"W4415880791","doi":"10.7554/elife.108681","title":"Integrated Respirometry and Metabolomics Unveil Circadian Metabolic Dynamics in Drosophila","year":2025,"lang":"","type":"article","venue":"eLife","topic":"Neurobiology and Insect Physiology Research","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sleep & Circadian Network","funders":"","keywords":"Circadian rhythm; Respirometry; Drosophila melanogaster; Metabolomics; Catabolism; Bioenergetics; Metabolism; Metabolic pathway; Sleep (system call)","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":[0.0001584612,0.0003800528,0.0002739164,0.0005792409,0.0001711598,0.0003944341,0.0002319638,0.0002813994,0.0005443917],"category_scores_gemma":[0.0001308006,0.0002401901,0.0002369403,0.0003167043,0.0002074301,0.00038697,0.0003327093,0.000455015,0.0001865362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004817627,"about_ca_system_score_gemma":0.0002477877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003069618,"about_ca_topic_score_gemma":0.01026057,"domain_scores_codex":[0.9999033,0.000006454096,0.000006405226,0.0000427773,0.00002733901,0.00001367276],"domain_scores_gemma":[0.9999254,0.000009183852,0.00002679788,0.000009526055,0.00001703015,0.00001204135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0000822371,0.000009626469,0.003760593,0.00004585713,0.00002736523,0.00002677505,0.00002079815,0.0002078091,0.9910159,0.0001330615,0.00007914022,0.0045908],"study_design_scores_gemma":[0.00002766453,0.0002085258,0.2692299,0.00003679744,0.0001179691,0.000431562,0.0001495736,0.01864083,0.7056542,0.0009694156,0.004477181,0.00005640867],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9613418,0.00248646,0.02833894,0.0002000589,0.0000271051,0.00003556947,0.005038572,0.0004001761,0.002131253],"genre_scores_gemma":[0.9586393,0.001614304,0.03484561,0.000262223,0.00001522663,0.00006823881,0.002625032,0.0001587055,0.001771318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003069618,"threshold_uncertainty_score":0.006103456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02176643256773701,"score_gpt":0.2993098372341224,"score_spread":0.2775434046663853,"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."}}