{"id":"W3145783148","doi":"10.3390/w13070990","title":"Thermal Characteristics of a Beaver Dam Analogues Equipped Spring-Fed Creek in the Canadian Rockies","year":2021,"lang":"en","type":"article","venue":"Water","topic":"Ecology and biodiversity studies","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; Global Water Futures; University of Calgary","keywords":"Ponding; Beaver; STREAMS; Hydrology (agriculture); Environmental science; Stream restoration; Habitat; Ecology; Geology; Biology; Drainage","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":[0.0001538084,0.0002190225,0.0003123733,0.0005228412,0.001452125,0.0005652124,0.0004513823,0.0002037471,0.001117438],"category_scores_gemma":[0.0003503444,0.0001310283,0.0002174494,0.0009576647,0.0005649388,0.0001387397,0.000350009,0.0002603266,0.0001255047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00629799,"about_ca_system_score_gemma":0.004660073,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9340904,"about_ca_topic_score_gemma":0.986741,"domain_scores_codex":[0.9997448,0.00001150978,0.000008042982,0.00006825173,0.00009486339,0.00007259195],"domain_scores_gemma":[0.9996741,0.0000134402,0.00004496748,0.00001066528,0.0001446895,0.0001122173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002297134,0.00009514453,0.9728925,0.00003592575,0.00005554852,0.0003021779,0.001675894,0.0008559742,0.01146652,0.00008031733,0.0009470209,0.01136324],"study_design_scores_gemma":[0.000001074985,0.00001846703,0.9990003,0.000002269661,0.000005145028,0.000020673,0.0003913049,0.0001973171,0.00009636892,0.000003267012,0.0002601487,0.000003857559],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989484,0.00002484403,0.00004093701,0.00001317208,0.000001791243,0.000007661315,0.0003188316,0.000004385574,0.0006400669],"genre_scores_gemma":[0.9988311,0.00002873858,0.0001739238,0.00001660165,0.000001386405,0.000008085597,0.0003952137,0.000002675486,0.0005422297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06590962,"threshold_uncertainty_score":0.1325955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01516714831465192,"score_gpt":0.1936145320003178,"score_spread":0.1784473836856659,"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."}}