{"id":"W3209292128","doi":"10.1139/cjfas-2020-0316","title":"Next-generation lampricides: a three-stage process to develop improved control tools for invasive sea lamprey","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Fisheries and Aquatic Sciences","topic":"Environmental Toxicology and Ecotoxicology","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; Trent University; Ministry of Natural Resources and Forestry; University of Manitoba","funders":"U.S. Geological Survey; U.S. Fish and Wildlife Service; Great Lakes Fishery Commission","keywords":"Lamprey; Petromyzon; Risk analysis (engineering); Process (computing); Fishery; Computer science; Biology; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002752514,0.0009329057,0.001027426,0.0009736602,0.0004191889,0.001768564,0.000725287,0.000848802,0.001446337],"category_scores_gemma":[0.0009641341,0.0004907126,0.001162652,0.0005152438,0.0006462812,0.001984829,0.001003959,0.001586739,0.0006004345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001478546,"about_ca_system_score_gemma":0.003131047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001552418,"about_ca_topic_score_gemma":0.004200576,"domain_scores_codex":[0.9994387,0.0001288178,0.00005965621,0.00006460114,0.0002505816,0.00005756582],"domain_scores_gemma":[0.9994777,0.0001209068,0.0001104404,0.00003298021,0.0002159646,0.00004204056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002074267,0.0003971945,0.00133161,0.00892597,0.0002423246,0.000809484,0.0007701771,0.006499107,0.5581446,0.02990285,0.004352484,0.3884167],"study_design_scores_gemma":[0.00009447249,0.004411241,0.003512061,0.002684894,0.0005530906,0.001686042,0.0007930849,0.005493201,0.4114396,0.01234338,0.556788,0.0002008266],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1108678,0.537014,0.3076966,0.009217498,0.000847025,0.003344585,0.0007006838,0.0007771867,0.02953458],"genre_scores_gemma":[0.1548855,0.4629399,0.3590118,0.003363058,0.000293147,0.001296328,0.0008442902,0.0001267908,0.01723913],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002752514,"threshold_uncertainty_score":0.01455683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04964163707191451,"score_gpt":0.2468004088690146,"score_spread":0.1971587717971001,"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."}}