{"id":"W2192003269","doi":"10.1139/cjfas-2015-0267","title":"Modeling potential river management conflicts between frogs and salmonids","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Fisheries and Aquatic Sciences","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Forest Service","keywords":"Tadpole (physics); Ecology; Habitat; Biology; Metamorphosis; Spring (device); Environmental science; Fishery; Larva","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007479706,0.0004106189,0.0004712328,0.0004488529,0.0006977527,0.00105991,0.001256446,0.001467605,0.003997667],"category_scores_gemma":[0.002505679,0.0005160253,0.000590135,0.0004409305,0.0006086691,0.0007829965,0.0007999627,0.0007146659,0.000130581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001730825,"about_ca_system_score_gemma":0.001291523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06315665,"about_ca_topic_score_gemma":0.07375693,"domain_scores_codex":[0.9996722,0.0001481534,0.00001315929,0.00005754912,0.00001656651,0.00009245789],"domain_scores_gemma":[0.9985449,0.0008772357,0.000234165,0.00004000082,0.00009574206,0.0002080197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006163512,0.00006234918,0.01225007,0.00001216654,0.00003907115,0.00006822322,0.00004855602,0.9844328,0.0002619724,0.001608736,0.0001694114,0.0009849933],"study_design_scores_gemma":[0.00004202763,0.00006794139,0.002459732,0.000004553222,0.00002376059,0.0000125124,0.0001225413,0.9962587,0.00006841851,0.0006963062,0.000234888,0.000008682393],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930153,0.00004862859,0.002966919,0.0001788432,0.00001049789,0.00002079161,0.0002332668,0.00002479377,0.003500901],"genre_scores_gemma":[0.9964927,0.00003292752,0.002161687,0.00003774864,0.000005316459,0.00003327712,0.0001107764,0.000008684465,0.001116927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06315665,"threshold_uncertainty_score":0.1255781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02970251946521371,"score_gpt":0.2168960184418719,"score_spread":0.1871934989766582,"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."}}