{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001709863,0.00005332029,0.000398791,0.00001215765,0.0002315897,0.000115603,0.0006098436,0.0001989856,0.003373325],"category_scores_gemma":[0.00008712416,0.000111409,0.0002226312,0.0007547121,0.0004776815,0.0002433791,0.0001564867,0.0002307221,0.00001892994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003475937,"about_ca_system_score_gemma":0.00004248355,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5502397,"about_ca_topic_score_gemma":0.6752393,"domain_scores_codex":[0.9984961,0.00005951646,0.0002392397,0.0004331567,0.000432106,0.0003398621],"domain_scores_gemma":[0.9989018,0.0002244779,0.0002011179,0.0001518767,0.0002831834,0.0002375451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00001927147,0.0006039984,0.008693392,0.00002573061,0.00005245419,0.00006798495,0.00001915368,0.000004120055,0.03207439,4.783582e-7,0.01766262,0.9407764],"study_design_scores_gemma":[0.0005156931,0.0003836663,0.9958208,0.0001301007,0.00003268651,0.000009782249,0.0003820168,0.00005397829,0.00002805657,0.001502139,0.0009575287,0.0001835725],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961479,0.0003944281,0.00004905586,0.0001646072,0.00005912018,0.0002692076,0.002145686,0.00003684178,0.0007331528],"genre_scores_gemma":[0.9984374,0.000308923,0.00018964,0.0001081816,0.00006520176,7.695878e-7,0.0001268315,0.000001940008,0.0007611369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9871274,"threshold_uncertainty_score":0.9975377,"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."}}