{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001128477,0.00004461221,0.00007639321,0.0000126076,0.0001477614,0.00001413262,0.0001175311,0.00003790308,0.0007537833],"category_scores_gemma":[0.00001161912,0.00002786096,0.00002215797,0.00004386341,0.0001374573,0.00004436712,0.0001304438,0.00006322443,0.0002063934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003905145,"about_ca_system_score_gemma":0.000007717144,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08584439,"about_ca_topic_score_gemma":0.7838183,"domain_scores_codex":[0.9995512,0.00004039237,0.00007054408,0.00009290405,0.00006988056,0.0001750207],"domain_scores_gemma":[0.999853,0.00001513324,0.0000130877,0.00009187358,0.000005537301,0.00002137521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004349122,0.00001879708,0.9952227,0.000002321559,0.00000918561,0.00006854734,0.002380726,0.000004569325,0.001659859,0.000006814959,0.0005158238,0.000106271],"study_design_scores_gemma":[0.00007674233,0.00001863935,0.9923183,0.000002038068,0.000007840064,0.000001144037,0.0003571863,0.000007025738,0.001622499,0.00003962229,0.005503974,0.00004502611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944965,0.000007658939,4.072683e-7,0.001402847,0.00004426466,0.00003732544,0.0000134322,0.000002666835,0.003994924],"genre_scores_gemma":[0.9987243,0.000005806658,0.00002878615,0.0006915258,0.00001109112,0.000001624098,0.00001190664,0.000001333643,0.0005236516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6979739,"threshold_uncertainty_score":0.920243,"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."}}