{"id":"W2111773833","doi":"10.1139/cjce-2013-0561","title":"Transverse mixing of pollutants in streams: a review","year":2014,"lang":"en","type":"review","venue":"Canadian Journal of Civil Engineering","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Science and Technology, Ministry of Science and Technology, India","keywords":"Pollutant; Mixing (physics); Advection; Environmental science; Pollution; Transverse plane; Dispersion (optics); Water quality; Hydrology (agriculture); Environmental engineering; Geology; Geotechnical engineering; Chemistry; Ecology; Engineering; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0005547355,0.0009737293,0.001649371,0.003905751,0.0003956723,0.001371457,0.001008815,0.001030495,0.004182308],"category_scores_gemma":[0.0008684153,0.0003627628,0.0007848293,0.004071396,0.0004254771,0.00172336,0.0006022109,0.0007880071,0.001317961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004710194,"about_ca_system_score_gemma":0.001771649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003991065,"about_ca_topic_score_gemma":0.004263618,"domain_scores_codex":[0.9997466,0.0000297001,0.00005075884,0.00005926234,0.00009473374,0.00001885669],"domain_scores_gemma":[0.9994345,0.0002478004,0.000101506,0.00001322924,0.0001671122,0.00003572099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007201525,0.0001310908,0.0006870719,0.05367876,0.0001378311,0.0003327836,0.000115883,0.0007961436,0.001685756,0.00330936,0.01476711,0.9242862],"study_design_scores_gemma":[0.00001203955,0.0001890959,0.00234163,0.009181475,0.0003866989,0.001770737,0.0001694808,0.0002459084,0.001258251,0.001638127,0.9827565,0.00004998762],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002146504,0.998697,0.0001126184,0.00009374358,0.0001028234,0.000005663849,0.00002900785,0.000004737032,0.0007397888],"genre_scores_gemma":[0.0009720657,0.9984505,0.0001710622,0.00003794012,0.00008035844,0.000003793955,0.00002996428,9.358351e-7,0.0002532272],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004182308,"threshold_uncertainty_score":0.01399124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01464680582159792,"score_gpt":0.2267733183349376,"score_spread":0.2121265125133397,"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."}}