{"id":"W2116383023","doi":"10.1577/m05-049.1","title":"A Comparison of Methods for Sampling round Goby in Rocky Littoral Areas","year":2006,"lang":"en","type":"article","venue":"North American Journal of Fisheries Management","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"Michigan Department of Natural Resources; Great Lakes Fishery Commission; Fisheries and Oceans Canada; Great Lakes Fishery Trust","keywords":"Minnow; Round goby; Neogobius; Fishery; Goby; Phoxinus; Bycatch; Environmental science; Biology; Fish <Actinopterygii>","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005234613,0.0001525594,0.0005145668,0.0001228501,0.00009763015,0.00002012114,0.0002938436,0.00001839639,0.0001143816],"category_scores_gemma":[0.00003500644,0.0001413001,0.0001113291,0.0003839511,0.0003506477,0.0002119871,0.0002086313,0.000116977,0.000002721709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001566367,"about_ca_system_score_gemma":0.000005462642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002600834,"about_ca_topic_score_gemma":0.003776954,"domain_scores_codex":[0.9985603,0.00008900986,0.0006941532,0.0001851392,0.0001749047,0.0002964821],"domain_scores_gemma":[0.9989221,0.0001302063,0.0007324719,0.0001480728,0.00002427688,0.00004285078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001635785,0.0002341448,0.9057285,0.00003980897,0.00008905354,0.000004693513,0.0002143089,0.005624858,0.000004754581,0.0001253833,0.01216957,0.07560136],"study_design_scores_gemma":[0.0004752515,0.0005922727,0.9206527,0.00001551746,0.00007805917,0.000001615498,0.001266147,0.0002402571,0.00001953775,0.0006357847,0.07588983,0.0001330016],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.912508,0.00006352679,0.07677501,0.0008118675,0.0002195902,0.0003850558,0.000003413737,0.0000110403,0.009222476],"genre_scores_gemma":[0.8686697,0.00005183324,0.1305972,0.0002379269,0.00004111924,0.00002704755,0.000003748678,0.00001182641,0.000359531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07546836,"threshold_uncertainty_score":0.576205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03032626707038881,"score_gpt":0.3336639163974039,"score_spread":0.3033376493270151,"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."}}