{"id":"W1933506020","doi":"10.1139/er-2012-0064","title":"Longitudinal trends in regulated rivers: a review and synthesis within the context of the serial discontinuity concept","year":2013,"lang":"en","type":"review","venue":"Environmental Reviews","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":151,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Natural Resources and Forestry; Trent University","funders":"","keywords":"Benthic zone; River ecosystem; Environmental science; Dam removal; Habitat; Ecology; Trophic level; Upstream and downstream (DNA); Abiotic component; Hyporheic zone; Invertebrate; Hydrology (agriculture); Upstream (networking); Geology; Biology; Sediment; Surface water","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009760173,0.0005141515,0.002137204,0.00003696915,0.000195511,0.00001565534,0.0007420678,0.0001540696,0.002960197],"category_scores_gemma":[0.000143992,0.0002505993,0.0004658229,0.0003269193,0.001572403,0.000167011,0.001228761,0.0003910541,0.0002926898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002491134,"about_ca_system_score_gemma":0.000005995737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001062772,"about_ca_topic_score_gemma":0.0007532796,"domain_scores_codex":[0.9967206,0.001042262,0.001111026,0.0005952014,0.0002369013,0.0002939847],"domain_scores_gemma":[0.9979024,0.0001829768,0.001116873,0.0007449313,4.436941e-7,0.00005237957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002438165,0.000100026,0.001750026,0.002060928,0.0001101615,0.000002294251,0.0001844775,2.056422e-7,5.604587e-7,0.00001511997,0.03875416,0.9570196],"study_design_scores_gemma":[0.0001512758,0.00002970023,0.01376303,0.007384652,0.001685275,0.00001195214,0.0000587807,8.143758e-7,0.000001570328,0.00001530113,0.9766152,0.0002824375],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001473539,0.995256,4.491745e-7,0.0004205396,0.0001476475,0.002753138,0.00003768637,0.00000670433,0.001230472],"genre_scores_gemma":[0.0004841533,0.9957352,0.00003468787,0.0004334248,0.00002190682,0.0007308215,0.00001837924,0.00002328887,0.002518146],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9567372,"threshold_uncertainty_score":0.9999946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02944504768646863,"score_gpt":0.2657884717652569,"score_spread":0.2363434240787883,"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."}}