{"id":"W4377138435","doi":"10.1111/faf.12757","title":"Gills, growth and activity across fishes","year":2023,"lang":"en","type":"article","venue":"Fish and Fisheries","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Allometry; Biology; Variation (astronomy); Gill; Scaling; Ecology; Fish <Actinopterygii>; Mathematics; Geometry; Fishery; Physics","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":[0.0009729387,0.0002169845,0.0003771423,0.0008322804,0.0003873941,0.0006965077,0.0004443187,0.0003436961,0.001476357],"category_scores_gemma":[0.002601,0.0002649861,0.0004957301,0.0007401137,0.0009795649,0.0006921056,0.001149264,0.0006117749,0.0001685409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005624664,"about_ca_system_score_gemma":0.0003096637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008415599,"about_ca_topic_score_gemma":0.009515495,"domain_scores_codex":[0.9995285,0.00008949611,0.00003259366,0.0002107408,0.00009390577,0.00004469924],"domain_scores_gemma":[0.9974752,0.0008318292,0.0009397907,0.0002941078,0.0002539024,0.0002052569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003429686,0.00004788773,0.9388473,0.0001314663,0.0005372291,0.00007261216,0.0005719464,0.007804109,0.03806664,0.001530634,0.0001994329,0.01184787],"study_design_scores_gemma":[0.000003067827,0.00003920883,0.9945465,0.000005600176,0.00003138388,0.000035151,0.0001027998,0.003872614,0.0004126201,0.0008451161,0.00009485078,0.00001111239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982332,0.0001325853,0.0009691127,0.00004328844,0.000002279595,0.00000192965,0.0001699638,0.00001749967,0.0004301769],"genre_scores_gemma":[0.9992162,0.0000205719,0.000501911,0.00000978365,0.000001759643,0.0000030563,0.0001189273,0.00000693471,0.0001208134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008415599,"threshold_uncertainty_score":0.01673323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01179884690930186,"score_gpt":0.2146007780612194,"score_spread":0.2028019311519175,"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."}}