{"id":"W1992485409","doi":"10.1007/s10641-004-1743-x","title":"Influence of riffle characteristics, surficial geology, and natural barriers on the distribution of the channel darter, Percina copelandi, in the Lake Ontario basin","year":2005,"lang":"en","type":"article","venue":"Environmental Biology of Fishes","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trent University","funders":"Division of Environmental Biology; Ministry of Natural Resources","keywords":"Riffle; Etheostoma; Ecology; Habitat; Cobble; Bedrock; Benthic zone; Geology; Geography; Fishery; Geomorphology; Biology; Fish <Actinopterygii>","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002573338,0.0001441457,0.0002312283,0.0005916796,0.000880579,0.0007476691,0.0003635545,0.000283869,0.001549806],"category_scores_gemma":[0.001235724,0.0002126548,0.0001918876,0.0007066049,0.001017358,0.0002976501,0.0005002531,0.0002474732,0.0001079795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004173539,"about_ca_system_score_gemma":0.003529388,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7711722,"about_ca_topic_score_gemma":0.943742,"domain_scores_codex":[0.9997883,0.0000455155,0.00001227572,0.00003795285,0.00004115478,0.00007484704],"domain_scores_gemma":[0.9990047,0.0002263075,0.0002507244,0.00002833597,0.0001743668,0.0003157338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001622758,0.00002082849,0.9952632,0.00001710177,0.00005010299,0.0001105679,0.0007849705,0.0002075129,0.0009831764,0.00006827836,0.0001915162,0.002140472],"study_design_scores_gemma":[0.000002441871,0.000006653335,0.9995079,0.000001860823,0.000006274992,0.00001220601,0.0002929667,0.00005769985,0.00001464149,0.000005846493,0.0000902182,0.000001311504],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994929,0.00006013596,0.000009664921,0.00002768108,6.890342e-7,0.00000126196,0.00007270132,0.000001020241,0.0003340226],"genre_scores_gemma":[0.9995864,0.00004632205,0.00001868275,0.000009633681,0.000001031122,0.000001952745,0.00007332145,0.000001194528,0.0002614079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2288278,"threshold_uncertainty_score":0.4603509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004056254499104265,"score_gpt":0.174988403452852,"score_spread":0.1709321489537478,"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."}}