{"id":"W6961119489","doi":"10.14288/1.0099741","title":"Hydraulic geometry of secondary channels of lower Fraser River, British Columbia, from acoustic Doppler velocimetry","year":2009,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Botanical Research and Applications","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Acoustic Doppler current profiler; Hydraulics; Channel (broadcasting); Acoustic Doppler velocimetry; Scaling; Doppler effect; Current (fluid); Flow velocity; Velocimetry","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":[0.0001172204,0.0002989316,0.0003090238,0.001629731,0.001561822,0.001156643,0.0004393238,0.0002536754,0.002889963],"category_scores_gemma":[0.0004840274,0.0002928006,0.0001485168,0.00266514,0.0006167085,0.0002794426,0.0005511091,0.0003311293,0.0005195992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005381578,"about_ca_system_score_gemma":0.004785506,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9545804,"about_ca_topic_score_gemma":0.9876109,"domain_scores_codex":[0.9998294,0.00000521461,0.000007541333,0.00006075848,0.00005640293,0.00004073301],"domain_scores_gemma":[0.999647,0.00002460463,0.00003720128,0.00001661296,0.0002157527,0.00005880522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002540402,0.00007485776,0.8979009,0.0001307064,0.00003566245,0.0007611716,0.003193594,0.002784196,0.03092886,0.0003589292,0.00248196,0.06109511],"study_design_scores_gemma":[0.000002143008,0.000007927462,0.9976441,0.000008596337,0.000004571985,0.00004355778,0.0003909595,0.0006757808,0.0002769859,0.00002351815,0.0009153896,0.000006489264],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945118,0.0001009058,0.000221509,0.00002315598,0.000001541075,0.00002378135,0.001788045,0.00002258601,0.003306587],"genre_scores_gemma":[0.9937971,0.0001612287,0.0008395544,0.00002582884,0.000001473249,0.00002656624,0.001895518,0.00001665232,0.003236121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04541963,"threshold_uncertainty_score":0.09137416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009371402536171986,"score_gpt":0.1827423628695027,"score_spread":0.1733709603333307,"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."}}