{"id":"W4414254350","doi":"10.1111/faf.70027","title":"A Safe Operating Space for Salmon Watersheds Under Rapid Climate Change","year":2025,"lang":"en","type":"article","venue":"Fish and Fisheries","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; University of British Columbia; Simon Fraser University","funders":"Fisheries and Oceans Canada; Natural Sciences and Engineering Research Council of Canada; Liber Ero Foundation; Simon Fraser University; Wilburforce Foundation","keywords":"Climate change; Riparian zone; Watershed; Stewardship (theology); Sustainability; Effects of global warming; Downscaling; Watershed management; Land use","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":[0.0000989219,0.00009935282,0.0001289616,0.000007451837,0.0002796797,0.00009548898,0.00006847331,0.00007003386,0.000200613],"category_scores_gemma":[0.000008728714,0.00003904481,0.00004769653,0.00009858672,0.00004496313,0.0001329654,0.00002639429,0.00004447839,0.000001847254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005253318,"about_ca_system_score_gemma":0.000002453912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007954815,"about_ca_topic_score_gemma":0.0003483486,"domain_scores_codex":[0.9994097,0.00001345658,0.0001152414,0.0001880702,0.00005813335,0.0002153338],"domain_scores_gemma":[0.999818,0.00006270921,0.00001920461,0.00002865845,0.00002499956,0.00004646466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004095118,0.000191559,0.3738562,0.0002422075,0.00006153753,0.000006074726,0.001787031,9.270426e-7,0.05247257,0.007414023,0.05232198,0.5112364],"study_design_scores_gemma":[0.0004089329,0.0002839501,0.5943422,0.0000724657,0.0000211636,0.000001318727,0.001586908,0.000101007,0.002905611,0.0003951419,0.3996646,0.0002166746],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9615955,0.0001678303,0.00001266463,0.03127577,0.000251762,0.0003087692,0.00007956331,0.00007582019,0.006232344],"genre_scores_gemma":[0.9901235,0.0004866656,0.0001389478,0.007697467,0.0001555759,0.000100863,0.0001362099,9.789088e-7,0.001159836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5110198,"threshold_uncertainty_score":0.2196572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03503262717333813,"score_gpt":0.2260161520255194,"score_spread":0.1909835248521812,"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."}}