{"id":"W2215022992","doi":"","title":"THE INFLUENCE OF GEOMORPHOLOGY AND FLOW REGULATION ON RIPARIAN COTTONWOODS","year":2005,"lang":"en","type":"dissertation","venue":"Open ULeth Scholarship (OPUS) (University of Lethbridge)","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Riparian zone; Alluvium; Hydrology (agriculture); Context (archaeology); Alluvial fan; Geography; Environmental science; Forestry; Geology; Ecology; Geomorphology; Biology; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001420444,0.0002005616,0.0001659907,0.0005333808,0.0004383643,0.0006683366,0.0002697177,0.0001332298,0.0006421323],"category_scores_gemma":[0.0003934034,0.0001271633,0.00009192208,0.0003927721,0.0005180274,0.0002052367,0.0003552569,0.0001107982,0.00009135546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009741831,"about_ca_system_score_gemma":0.0007984902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1006402,"about_ca_topic_score_gemma":0.3466608,"domain_scores_codex":[0.999889,0.00001723258,0.000003962743,0.00002736045,0.0000254268,0.00003704217],"domain_scores_gemma":[0.9997421,0.00005025474,0.00007715628,0.00001246224,0.00004757828,0.0000705244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003225143,0.00005317399,0.9025246,0.00004297583,0.00004660317,0.0006049516,0.0008426821,0.001085367,0.07866546,0.0001633977,0.0000873332,0.01556098],"study_design_scores_gemma":[8.728238e-7,0.00001810921,0.999393,8.074333e-7,0.000002420606,0.00001893609,0.0001309813,0.00008683313,0.0002542909,0.00001195827,0.00008040454,0.000001462627],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995595,0.00005935083,0.00004574269,0.000004470341,3.426864e-7,0.000002053902,0.00002753408,0.000003231029,0.0002977708],"genre_scores_gemma":[0.9995996,0.0000515356,0.00006333031,0.000006363746,9.09769e-7,0.000001704287,0.00005821211,0.000001687599,0.0002166788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1006402,"threshold_uncertainty_score":0.2001088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01082619296457892,"score_gpt":0.2351977887819559,"score_spread":0.224371595817377,"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."}}