{"id":"W4396877342","doi":"10.16285/j.rsm.2021.6087","title":"Analysis of preferential flow migration in unsaturated transparent soil","year":2022,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Flow (mathematics); Geology; Environmental science; Mechanics; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001050355,0.000213324,0.0001228754,0.0008064662,0.0001424778,0.0001866741,0.0001212779,0.0001120882,0.0004431145],"category_scores_gemma":[0.0001821147,0.000135585,0.0001172608,0.0004662795,0.0001353039,0.0002580588,0.000150177,0.0001468821,0.00006723731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001563415,"about_ca_system_score_gemma":0.0001576793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001955361,"about_ca_topic_score_gemma":0.002371144,"domain_scores_codex":[0.9999384,0.000004722506,0.000003107521,0.00001704787,0.00002122382,0.00001552668],"domain_scores_gemma":[0.9998691,0.00002232337,0.00003824588,0.000005156324,0.00004739506,0.00001771882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001750407,0.00002877306,0.01978648,0.00008553207,0.000009992833,0.0001402224,0.00014251,0.001358994,0.9639136,0.0001493244,0.00006216066,0.01414743],"study_design_scores_gemma":[0.00001996391,0.0004133316,0.240151,0.00001985519,0.00005763257,0.0004651181,0.0004921451,0.04934349,0.7071791,0.0003308401,0.001468603,0.00005881468],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914774,0.00006955148,0.007941522,0.000004299275,0.000001641611,0.00001004343,0.00009102855,0.00006380479,0.0003405794],"genre_scores_gemma":[0.9942942,0.00009610128,0.00513242,0.000005453945,0.0000012893,0.00001452606,0.0001056434,0.00000970036,0.0003406628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001955361,"threshold_uncertainty_score":0.003888011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.158590115493028,"score_gpt":0.4553454295241055,"score_spread":0.2967553140310775,"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."}}