{"id":"W1498051403","doi":"10.1029/2012wr011901","title":"Peak flow regime changes following forest harvesting in a snow‐dominated basin: Effects of harvest area, elevation, and channel connectivity","year":2012,"lang":"en","type":"article","venue":"Water Resources Research","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Pacific Institute for Climate Solutions; University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Flood myth; Environmental science; Hydrology (agriculture); Channel (broadcasting); Structural basin; Elevation (ballistics); Snow; STREAMS; Return period; Drainage basin; Logging; Geology; Geography; Geomorphology; Forestry; Geotechnical engineering; Cartography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002560844,0.000159904,0.0002652174,0.0002128365,0.0002543864,0.00003578116,0.0002267473,0.0001368661,0.0001348118],"category_scores_gemma":[0.000442767,0.0001215139,0.0000356183,0.000396463,0.0003982196,0.0004952131,0.0002037365,0.000332846,0.00003409045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005861453,"about_ca_system_score_gemma":0.000005578444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001939622,"about_ca_topic_score_gemma":0.002779615,"domain_scores_codex":[0.9977767,0.0003585214,0.0002086343,0.0003536245,0.0004865896,0.0008158995],"domain_scores_gemma":[0.999024,0.000550909,0.00004138567,0.0002034639,0.00002190851,0.0001583524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001395704,0.0002135863,0.9462028,0.0002233266,0.00002924912,0.00004996203,0.01727284,0.0004354047,0.03188021,0.00001007105,0.00008043206,0.0034626],"study_design_scores_gemma":[0.001722904,0.0004264871,0.8237906,0.0003869533,0.00002803398,0.00001522285,0.000386079,0.00469936,0.1556674,0.0004596444,0.01204338,0.0003739608],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971809,0.0002763025,0.00009385745,0.0004981512,0.00004997201,0.0004278922,0.000001911314,0.00002569807,0.001445361],"genre_scores_gemma":[0.9985806,0.00002902103,0.0000689463,0.00004787994,0.00005222539,0.00008813129,0.0000155268,0.00001896208,0.00109872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1237872,"threshold_uncertainty_score":0.4955193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0270887458289313,"score_gpt":0.2685798736394275,"score_spread":0.2414911278104962,"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."}}