{"id":"W1980742753","doi":"10.4296/cwrj2703293","title":"Performance of Natural Channel Designs in Southwestern Ontario","year":2002,"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":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Channel (broadcasting); Natural (archaeology); Meander (mathematics); STREAMS; Civil engineering; Computer science; Environmental science; Engineering; Geography; Telecommunications; Archaeology; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0004476423,0.0003348016,0.000298532,0.0005220415,0.001229018,0.0007877354,0.000502478,0.0003167508,0.001576596],"category_scores_gemma":[0.001432168,0.0002081779,0.0002694989,0.0006784523,0.0007408406,0.0002764877,0.0003857297,0.00009904858,0.0002677004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007946568,"about_ca_system_score_gemma":0.005881353,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5146558,"about_ca_topic_score_gemma":0.8258966,"domain_scores_codex":[0.9993066,0.00007482632,0.0000520801,0.0001077178,0.0003009686,0.0001578891],"domain_scores_gemma":[0.9986123,0.0001874275,0.0001937077,0.0001004629,0.0007620089,0.0001441301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003610914,0.0005704431,0.4005706,0.001104889,0.0002255621,0.001623134,0.00490429,0.1250382,0.1841109,0.003156433,0.006044525,0.2690402],"study_design_scores_gemma":[0.0002663826,0.002903802,0.7971902,0.000107623,0.0002378559,0.0006975222,0.00441611,0.07715882,0.08444509,0.0009133665,0.03146512,0.0001980681],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954196,0.0001102975,0.001016464,0.00001832802,0.000004680439,0.00003479158,0.0002433512,0.00006903437,0.003083505],"genre_scores_gemma":[0.9933894,0.0001155083,0.002364763,0.00001090024,0.000001627131,0.00003321882,0.0003597594,0.00001822207,0.003706584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4853442,"threshold_uncertainty_score":0.976405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0176734806112915,"score_gpt":0.1761481945528286,"score_spread":0.1584747139415371,"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."}}