{"id":"W1505480772","doi":"10.1080/07011784.2015.1070694","title":"An ecological perspective on floods in Canada","year":2015,"lang":"en","type":"article","venue":"Canadian Water Resources Journal / Revue canadienne des ressources hydriques","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique; University of Lethbridge; University of New Brunswick; University of Victoria; Impact; Fisheries and Oceans Canada; Environment and Climate Change Canada","funders":"","keywords":"Floodplain; Riparian zone; Environmental science; Habitat; Ecology; Context (archaeology); Flood myth; Sediment; River ecosystem; Aquatic ecosystem; Disturbance (geology); Vegetation (pathology); Hydrology (agriculture); Geography; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0008379003,0.0003729082,0.0004236302,0.0003401836,0.0005072472,0.0001267818,0.0009015737,0.0001986296,0.001442055],"category_scores_gemma":[0.0001173206,0.0002914298,0.00007408227,0.0003216569,0.0004516541,0.0004354924,0.0000322052,0.000800846,0.00006933008],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009622549,"about_ca_system_score_gemma":0.00009932899,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9955429,"about_ca_topic_score_gemma":0.9999415,"domain_scores_codex":[0.9967381,0.0003450204,0.0004907803,0.0006071746,0.0002560006,0.001562869],"domain_scores_gemma":[0.9963092,0.00005024525,0.0001052228,0.0003437723,0.00007632875,0.003115281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002166941,0.0001390413,0.2921403,0.00002028539,0.00006464804,0.01057809,0.5963218,0.09786675,0.0002591733,0.00001167718,0.0002227705,0.002158772],"study_design_scores_gemma":[0.001189917,0.00143205,0.07043868,0.0001300264,0.00004712432,0.001602027,0.01377584,0.001819492,0.00162731,0.004977497,0.9018231,0.001136958],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860336,0.0002199102,0.000002565207,0.001668372,0.0002159229,0.0001812062,0.00002703689,0.00002759159,0.01162381],"genre_scores_gemma":[0.9974977,0.00005284402,0.00007402712,0.001771894,0.0002053427,0.00001818377,0.00001761893,0.00004102962,0.0003213825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9016003,"threshold_uncertainty_score":0.9999538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01454500105669237,"score_gpt":0.207884745334898,"score_spread":0.1933397442782057,"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."}}