{"id":"W4387969267","doi":"10.7554/elife.90352.1.sa0","title":"Reviewer #3 (Public Review): Energy conservation by group dynamics in schooling fish","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Office of Naval Research; Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Anaerobic exercise; Fish <Actinopterygii>; Animal science; Energy expenditure; Total energy expenditure; Predation; Energy metabolism; Energy cost; Biology; Aerobic exercise; Beat (acoustics); Bioenergetics; Danio; Ecology; Fishery; Environmental science; Physics; Physiology; Environmental economics; Endocrinology; Biochemistry; Zebrafish","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":[0.03421357,0.001767492,0.00341477,0.006207339,0.003765328,0.008328572,0.005938389,0.01869149,0.0470853],"category_scores_gemma":[0.2136141,0.001417893,0.003107649,0.00436203,0.003124005,0.005600734,0.003845005,0.006824546,0.02264409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006793477,"about_ca_system_score_gemma":0.01753177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005444468,"about_ca_topic_score_gemma":0.009260971,"domain_scores_codex":[0.9775789,0.006099778,0.003584403,0.001948501,0.009562829,0.00122541],"domain_scores_gemma":[0.6255051,0.03359671,0.01568051,0.007903475,0.3049915,0.01232275],"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":[0.00003190179,0.000006249984,0.0001204664,0.001622823,0.00002356224,0.00004025532,0.00003189588,0.00001370082,0.00005287063,0.00009326175,0.9916707,0.006292295],"study_design_scores_gemma":[0.0002103231,0.00005303164,0.002277018,0.006533793,0.0001810413,0.0002933254,0.0002269671,0.0001544288,0.0002248776,0.001045409,0.9887266,0.00007327745],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.000313563,0.0167779,0.0008874047,0.3357191,0.6389224,0.0009643993,0.001506317,0.0004214261,0.004487398],"genre_scores_gemma":[0.007889339,0.03591564,0.002266043,0.3752899,0.5330414,0.003924963,0.001622318,0.0007671359,0.0392834],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0470853,"threshold_uncertainty_score":0.1809407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0214745863670995,"score_gpt":0.2577506437819541,"score_spread":0.2362760574148546,"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."}}