{"id":"W2518162490","doi":"10.1007/s10641-016-0514-9","title":"The role of substrate holding in achieving critical swimming speeds: a case study using the invasive round goby (Neogobius melanostomus)","year":2016,"lang":"en","type":"article","venue":"Environmental Biology of Fishes","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor; University of British Columbia; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; University of Windsor","keywords":"Round goby; Neogobius; Substrate (aquarium); Slipping; Fish <Actinopterygii>; Goby; Fishery; Nature Conservation; Environmental science; Biology; Ecology; Engineering; Structural engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006039355,0.0004045403,0.0002309148,0.0004954868,0.001809736,0.0008516751,0.0006773918,0.001406066,0.001510196],"category_scores_gemma":[0.002581692,0.0001869194,0.0003066179,0.0003653068,0.001077358,0.0006224387,0.0009186014,0.000386643,0.0001492885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006996475,"about_ca_system_score_gemma":0.0007254318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02279802,"about_ca_topic_score_gemma":0.08276381,"domain_scores_codex":[0.9997835,0.00008017074,0.00001048573,0.00002560374,0.00003102715,0.000069323],"domain_scores_gemma":[0.9990526,0.0005815476,0.0001396268,0.00004766055,0.00007220355,0.0001064793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001328736,0.001270864,0.7619306,0.0006861195,0.0001566499,0.05070928,0.02723548,0.01329531,0.07776421,0.003369111,0.0007983772,0.06145519],"study_design_scores_gemma":[0.00006695186,0.003116486,0.8559952,0.0002771784,0.0003761637,0.02065319,0.06894948,0.03069137,0.01214096,0.002365922,0.005219003,0.0001481127],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986882,0.00005138952,0.0002233075,0.00004588012,9.915532e-7,0.00001247535,0.00000991286,0.000002619028,0.0009652326],"genre_scores_gemma":[0.9984864,0.00009052069,0.001048224,0.00001475013,0.000001202927,0.000009447488,0.000008394807,0.000002909971,0.0003381711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02279802,"threshold_uncertainty_score":0.04533064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01494855661001365,"score_gpt":0.2465490921572167,"score_spread":0.231600535547203,"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."}}