{"id":"W2946460427","doi":"10.1111/gwmr.12339","title":"Field Trials of Chaotic Advection to Enhance Reagent Delivery","year":2019,"lang":"en","type":"article","venue":"Groundwater Monitoring & Remediation","topic":"NMR spectroscopy and applications","field":"Physics and Astronomy","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; American Petroleum Institute","keywords":"Advection; Chaotic; Chaotic mixing; Mixing (physics); Mechanics; Flow (mathematics); TRACER; Physics; Computer science; Thermodynamics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0007299004,0.0003147754,0.0002265402,0.0003154751,0.0002318053,0.0003213082,0.0003506598,0.0004180311,0.0008741099],"category_scores_gemma":[0.0008909527,0.0001149961,0.0002405224,0.0001927074,0.0002854896,0.0003867727,0.0003591476,0.0006535776,0.0001147957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003830111,"about_ca_system_score_gemma":0.0002989424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000953678,"about_ca_topic_score_gemma":0.000738576,"domain_scores_codex":[0.9997874,0.00004931694,0.00001800524,0.00004798001,0.00005736834,0.00003998998],"domain_scores_gemma":[0.9993501,0.0002741076,0.0001347482,0.0000562211,0.0001297898,0.00005504511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008293478,0.0009011749,0.0008221635,0.0001387308,0.00001508469,0.00007367513,0.00008330544,0.003277914,0.9840413,0.0003543195,0.0002176881,0.009245172],"study_design_scores_gemma":[0.0001174333,0.01002697,0.001372671,0.00000711304,0.00001638815,0.00002802618,0.00003507022,0.007429797,0.9798765,0.00009939222,0.0009789069,0.00001179182],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936917,0.0001817754,0.004832587,0.00005937146,0.00002946816,0.0001489109,0.0001049189,0.00005939514,0.0008918877],"genre_scores_gemma":[0.9935883,0.0001492279,0.004991384,0.00003373756,0.00001130151,0.0001110078,0.00008343281,0.0000135869,0.001018032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000953678,"threshold_uncertainty_score":0.003860116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01801693567800062,"score_gpt":0.3473474641584252,"score_spread":0.3293305284804245,"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."}}