{"id":"W7106276635","doi":"10.60825/gk7g-j954","title":"Invasive Carp monitoring in Canadian waters of the Laurentian Great Lakes Basin, 2021","year":2025,"lang":"en","type":"report","venue":"Fisheries and Oceans Canada / Pêches et Océans Canada - Publications","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Electrofishing; Invasive species; Carp; Introduced species; Silver carp; Larva","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006218313,0.000533789,0.0002324587,0.002103293,0.002038292,0.0008954834,0.0007072196,0.0002762724,0.001562847],"category_scores_gemma":[0.0007830443,0.0003031797,0.0003218444,0.002242283,0.0004225189,0.0002686715,0.000646756,0.0003286287,0.0003571133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01567125,"about_ca_system_score_gemma":0.02392954,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.990781,"about_ca_topic_score_gemma":0.9981847,"domain_scores_codex":[0.9992393,0.00003071784,0.00002798401,0.00008731292,0.0004949025,0.0001196971],"domain_scores_gemma":[0.998621,0.00002662403,0.0001431362,0.00001983181,0.0009758907,0.0002135083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001658762,0.0000510954,0.9319905,0.0002671108,0.000112495,0.0004939458,0.002187941,0.0005614618,0.005497215,0.0001286571,0.01272361,0.04582002],"study_design_scores_gemma":[0.000007044572,0.00002608346,0.9887489,0.0000398126,0.00001548137,0.00007747585,0.0008614719,0.0002360627,0.0003480329,0.00001138363,0.009614571,0.00001355023],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9596863,0.002844053,0.0005336381,0.0009189132,0.00006167347,0.0002001921,0.01070707,0.0001428442,0.02490528],"genre_scores_gemma":[0.9575642,0.002343306,0.0037664,0.0005632764,0.00002495198,0.0001482435,0.01122109,0.00002809592,0.02434037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01567125,"threshold_uncertainty_score":0.1137034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02045530444060282,"score_gpt":0.2272599431597745,"score_spread":0.2068046387191717,"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."}}