{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.000584527,0.0004730756,0.0004172161,0.0005737522,0.0004912463,0.001762533,0.0007144106,0.0006922467,0.002324323],"category_scores_gemma":[0.0007670351,0.0002520437,0.0003170378,0.0005405739,0.006211689,0.00301082,0.001242987,0.001509978,0.0007939182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003352488,"about_ca_system_score_gemma":0.0006417515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006511007,"about_ca_topic_score_gemma":0.001275168,"domain_scores_codex":[0.9998141,0.00003453937,0.00001273069,0.00004551962,0.00007993432,0.00001318702],"domain_scores_gemma":[0.9994306,0.0003665798,0.0000322559,0.00007432883,0.00004759223,0.00004867542],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001460377,0.0001524345,0.01068071,0.00116525,0.00007312021,0.0003594033,0.005710613,0.002690805,0.07759058,0.4245304,0.008111984,0.4687886],"study_design_scores_gemma":[0.00001844742,0.0006896224,0.04073743,0.0006378476,0.00007140091,0.00117108,0.003374624,0.003534609,0.02102602,0.6992588,0.2293743,0.0001057622],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1298006,0.0603122,0.2529475,0.01602708,0.0006699483,0.0001120811,0.000497522,0.0006124121,0.5390207],"genre_scores_gemma":[0.6076933,0.07160388,0.1539634,0.003890206,0.001344524,0.0002960566,0.0003948605,0.0004066642,0.160407],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9994155,"threshold_uncertainty_score":0.007775605,"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."}}