{"id":"W7037806284","doi":"","title":"Evaluation of natural channel design applications in southwestern Ontario","year":2001,"lang":"en","type":"dissertation","venue":"The Atrium (University of Guelph)","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Channel (broadcasting); Natural (archaeology); Stability (learning theory); Function (biology); Fluvial; Boundary (topology)","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":[0.0019274,0.0002328797,0.0002354625,0.0004796764,0.001372702,0.0007929172,0.0006483272,0.000245163,0.001091318],"category_scores_gemma":[0.00531819,0.0001493013,0.0001721362,0.0007252237,0.0007685221,0.0003515016,0.0004471551,0.0001373473,0.0001305333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01510203,"about_ca_system_score_gemma":0.0116618,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.562632,"about_ca_topic_score_gemma":0.8843924,"domain_scores_codex":[0.9985248,0.0003467787,0.00007311872,0.0001580712,0.0006813819,0.0002159273],"domain_scores_gemma":[0.9953972,0.0006947175,0.000623334,0.0002777489,0.002651513,0.0003555965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00256163,0.001324978,0.5114711,0.00109183,0.0001258865,0.001760234,0.01287345,0.05110129,0.05499756,0.00226684,0.006640323,0.3537849],"study_design_scores_gemma":[0.0001931186,0.003861438,0.8962762,0.0001123356,0.0001155838,0.0004393777,0.008534118,0.02682197,0.02464807,0.0005839562,0.03832907,0.0000847647],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995707,0.0001249063,0.0009246694,0.00005547886,0.000004536907,0.0001564302,0.0001378121,0.00004092355,0.00284841],"genre_scores_gemma":[0.9926357,0.0001994542,0.003997876,0.00001988194,0.000003418567,0.0001005275,0.000237829,0.00001029629,0.002795092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.437368,"threshold_uncertainty_score":0.8798876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02382417838149791,"score_gpt":0.2303502317296346,"score_spread":0.2065260533481367,"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."}}