{"id":"W4400323178","doi":"10.1016/bs.fp.2024.05.005","title":"Studying the locomotory habits in fish reveals six tenets of effective science","year":2024,"lang":"en","type":"book-chapter","venue":"Fish physiology","topic":"Biomimetic flight and propulsion mechanisms","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Biology; Fish <Actinopterygii>; Zoology; Fishery","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":[],"consensus_categories":[],"category_scores_codex":[0.0004033736,0.0002971291,0.0005203593,0.000271808,0.00005921263,0.00001486211,0.0005124371,0.0003109173,0.0001035808],"category_scores_gemma":[0.0000315124,0.0002154488,0.0001151685,0.00014427,0.0003468227,0.00004526768,0.0002375372,0.0006045692,0.0001057122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009408849,"about_ca_system_score_gemma":0.00003686864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009996515,"about_ca_topic_score_gemma":0.00003228276,"domain_scores_codex":[0.9986921,0.00003392138,0.0003521072,0.0004089896,0.0002068983,0.000306002],"domain_scores_gemma":[0.9991426,0.000232726,0.00008202239,0.0004311718,0.00006552103,0.00004591403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000977516,0.00007278461,0.00004739063,0.002931829,0.0004850377,0.0000749628,0.002083186,0.0009135137,0.8341382,0.09246076,0.03228584,0.03440879],"study_design_scores_gemma":[0.001991356,0.001833495,0.04010762,0.005848428,0.0004502809,0.00004928999,0.0001480831,0.005337704,0.1188401,0.5874839,0.2346698,0.003239965],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1975868,0.002714211,0.00006575474,0.0008128369,0.0109469,0.005696033,0.0004412459,0.0006379071,0.7810983],"genre_scores_gemma":[0.9620145,0.0002149969,0.0001245062,0.0003504056,0.0003951554,0.000144916,0.00002297881,0.0001193053,0.03661324],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7644277,"threshold_uncertainty_score":0.8785747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01294993801741516,"score_gpt":0.2233512655898865,"score_spread":0.2104013275724714,"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."}}