{"id":"W1989742565","doi":"10.1016/s0380-1330(05)70239-2","title":"Comparison of Methods Needed to Estimate Population Size of Round Gobies (Neogobius melanostomus) in Western Lake Erie","year":2005,"lang":"en","type":"article","venue":"Journal of Great Lakes Research","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":121,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor; Ministry of Natural Resources and Forestry","funders":"","keywords":"Round goby; Neogobius; Fishery; Bottom trawling; Pelagic zone; Range (aeronautics); Benthic zone; Goby; Fishing; Demersal zone; Transect; Demersal fish; Trawling; Biomass (ecology); Ecology; Geography; Biology; Fish <Actinopterygii>","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002723424,0.0001063659,0.0004650797,0.000217058,0.00007733567,0.0000180503,0.0003419478,0.0001218694,0.003874277],"category_scores_gemma":[0.0005535909,0.00008538012,0.00007273349,0.00048643,0.0002456024,0.0003156266,0.0001457535,0.0003941553,0.0000847703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001985955,"about_ca_system_score_gemma":0.00003843849,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002940021,"about_ca_topic_score_gemma":0.02516949,"domain_scores_codex":[0.9975994,0.0005617323,0.0007902998,0.0001403117,0.000596513,0.0003117761],"domain_scores_gemma":[0.9987445,0.0005798151,0.0002942389,0.0001764526,0.00008694109,0.0001180652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002934034,0.000308005,0.9421377,0.00001929502,0.0000157285,0.00001430481,0.001895693,0.004123611,0.03330155,0.000018704,0.001940295,0.01593172],"study_design_scores_gemma":[0.0006514188,0.0008743745,0.9648709,0.00007893077,0.00002537262,0.00003158739,0.0005806728,0.001972724,0.0273616,0.0001727845,0.003271594,0.0001080367],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977068,0.00004502378,0.0002797669,0.0008523061,0.00007467582,0.0001909875,0.000006423214,0.00000306916,0.0008409402],"genre_scores_gemma":[0.9860422,0.000007968977,0.01267889,0.0000338067,0.00003655001,0.00000455939,0.000002090647,0.000009948899,0.00118399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02487549,"threshold_uncertainty_score":0.9970363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1042763237396913,"score_gpt":0.4814515317135162,"score_spread":0.3771752079738249,"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."}}