{"id":"W4389540966","doi":"10.17118/11143/20980","title":"Numerical investigation into the influence of scale shape on thehydrodynamics of fish scale arrays","year":2023,"lang":"en","type":"article","venue":"","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Scale (ratio); Fish <Actinopterygii>; Scale effects; Computer science; Numerical models; Environmental science; Computer simulation; Fishery; Simulation; Geography; Biology; Cartography","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":[0.0003440017,0.0003482538,0.0004540832,0.0004501529,0.0005482289,0.0007784141,0.0005157189,0.001110057,0.002105407],"category_scores_gemma":[0.001534913,0.000273108,0.000576795,0.0003809041,0.0009309261,0.0004567685,0.0007179012,0.0005502706,0.0001687834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006758886,"about_ca_system_score_gemma":0.000862773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0146359,"about_ca_topic_score_gemma":0.009608535,"domain_scores_codex":[0.9998627,0.00002342285,0.000008014067,0.00002324567,0.00003801015,0.00004461902],"domain_scores_gemma":[0.9990991,0.0005590118,0.000111449,0.00005114767,0.0001036478,0.00007565005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007047483,0.00008090203,0.00691747,0.00005888128,0.00001797489,0.0002216091,0.00007987618,0.9800292,0.007507629,0.001443982,0.0003375121,0.003234517],"study_design_scores_gemma":[0.00001226088,0.0000402825,0.001426076,0.000005281687,0.000004227578,0.00001847851,0.00004627246,0.9974676,0.0005783007,0.0001964331,0.0001965461,0.000008316586],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9639966,0.0002406191,0.02155654,0.0003530185,0.00006256033,0.00008127447,0.000384768,0.0001986965,0.01312595],"genre_scores_gemma":[0.9915817,0.00007991644,0.006804468,0.00003417949,0.000006496005,0.00003867172,0.00009990079,0.00001970626,0.001334853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0146359,"threshold_uncertainty_score":0.02910137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01154360696597325,"score_gpt":0.2397910141410382,"score_spread":0.228247407175065,"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."}}