{"id":"W2149205733","doi":"10.1139/f09-197","title":"Relative value of limnological, geographic, and human use variables as predictors of the presence of Bythotrephes longimanus in Canadian Shield lakes","year":2010,"lang":"en","type":"article","venue":"Canadian Journal of Fisheries and Aquatic Sciences","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Science Centre; York University","funders":"Natural Resources Canada; Natural Sciences and Engineering Research Council of Canada; Ministry of Natural Resources","keywords":"Watershed; Shore; Ecology; Environmental science; Geography; Invasive species; Introduced species; Fishery; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0005415456,0.000293555,0.00021237,0.0008027771,0.0009755075,0.0007518898,0.000451987,0.0002590194,0.0007633017],"category_scores_gemma":[0.002360813,0.000206109,0.0002776275,0.0009318246,0.0009669109,0.0002868188,0.000578627,0.0003422277,0.00007072744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002855516,"about_ca_system_score_gemma":0.003109667,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8062114,"about_ca_topic_score_gemma":0.9205781,"domain_scores_codex":[0.9996825,0.0000538083,0.00001947388,0.00005589503,0.00008825026,0.0001000411],"domain_scores_gemma":[0.9984377,0.0003152824,0.0004611212,0.00006232951,0.0003333134,0.0003903661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004132657,0.000007151328,0.9987503,0.000004164532,0.00002541815,0.00003195999,0.0001847211,0.00007813946,0.0001532541,0.00001140558,0.000034754,0.0006774155],"study_design_scores_gemma":[0.000001201116,0.000008749522,0.999359,0.000002277431,0.00000849578,0.00001726349,0.0003397691,0.0001961999,0.00001587452,0.000005832708,0.0000434851,0.00000187172],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995618,0.00006423751,0.00001584491,0.00001621752,7.553964e-7,0.000002695357,0.00006932647,0.000001164213,0.0002678271],"genre_scores_gemma":[0.9996966,0.00005002404,0.00003561442,0.000004191634,0.000001009382,0.000002476623,0.0001061972,7.755755e-7,0.0001032332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1937886,"threshold_uncertainty_score":0.3898598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01481007694694019,"score_gpt":0.2124863147503444,"score_spread":0.1976762378034042,"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."}}