{"id":"W4251729098","doi":"10.22215/etd/2009-06582","title":"Experimental investigation and conceptual model development for multiphase flow in a water-wet porous medium with napl-wet soil lenses","year":2009,"lang":"en","type":"dissertation","venue":"","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Porous medium; Environmental science; Geotechnical engineering; Porosity; Geology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006588594,0.0003155677,0.0003389248,0.0002599563,0.0004803233,0.0007817117,0.0007546461,0.0006554424,0.001389107],"category_scores_gemma":[0.0007965816,0.0001740104,0.0003411755,0.0003180114,0.000545082,0.0008692287,0.0004155326,0.0005797656,0.0001671278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009127946,"about_ca_system_score_gemma":0.001071378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005173991,"about_ca_topic_score_gemma":0.003708983,"domain_scores_codex":[0.9997873,0.00003406571,0.00001545808,0.00004683468,0.00008438423,0.00003198133],"domain_scores_gemma":[0.9996727,0.000152229,0.0000360257,0.00004067639,0.00007462691,0.00002389254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004599388,0.0009766553,0.004307287,0.000599911,0.00001586337,0.0003465799,0.0003604683,0.2436861,0.7087335,0.01408445,0.0005189118,0.02591034],"study_design_scores_gemma":[0.00007986565,0.0005077018,0.001975029,0.00002172921,0.00001156931,0.00005874749,0.0001581296,0.6511549,0.3428264,0.001079036,0.002092666,0.0000343393],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7583741,0.000525897,0.2319255,0.0003863012,0.00007238208,0.0004995997,0.0005901586,0.0004357325,0.007190292],"genre_scores_gemma":[0.9581625,0.0004069831,0.0397359,0.00001529728,0.000006717931,0.0002354427,0.0001884316,0.00001217683,0.001236535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005173991,"threshold_uncertainty_score":0.0102877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01659904538392189,"score_gpt":0.227644245186075,"score_spread":0.2110451998021531,"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."}}