{"id":"W4241194055","doi":"10.22215/etd/2005-06687","title":"Theoretical, experimental and numerical investigation of flow and solute transport in saturated porous media subjected to violation to the continuum hypothesis","year":2005,"lang":"en","type":"dissertation","venue":"","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Nuclear Safety Commission","keywords":"Physics; Porous medium; Flow (mathematics); Theoretical physics; Porosity; Mechanics; Engineering; Geotechnical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001708838,0.0002598566,0.0003682133,0.0001813315,0.00003010785,0.00001977821,0.00008862748,0.0002489371,0.0001109154],"category_scores_gemma":[0.00005054398,0.0002069479,0.00003071002,0.0002772184,0.00005174827,0.00007467768,0.000004295148,0.00020313,0.00000315766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004262127,"about_ca_system_score_gemma":0.00003207831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007904886,"about_ca_topic_score_gemma":0.002570326,"domain_scores_codex":[0.9988199,0.00004294833,0.0004450015,0.0002476888,0.0002163032,0.0002281929],"domain_scores_gemma":[0.9994655,0.000162873,0.00002037815,0.0001299968,0.00004575419,0.0001755467],"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":[0.000746476,0.00009970416,0.003229157,0.0004219715,0.0001752469,0.00001786327,0.1062502,0.00102882,0.8341534,0.003050694,0.001225119,0.04960145],"study_design_scores_gemma":[0.001187036,0.0002122127,0.3993405,0.0004078097,0.0001507855,0.000007678006,0.004780933,0.008380509,0.5839435,0.0004298542,0.0002524148,0.0009067518],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964325,0.000349379,0.0006288904,0.0001721597,0.0002996375,0.0006500487,0.00002968762,0.00009670501,0.001341036],"genre_scores_gemma":[0.9972,0.00007623995,0.00206186,0.00008907418,0.00008356615,0.00008823199,0.0003131224,0.0000504975,0.00003743776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3961113,"threshold_uncertainty_score":0.8439091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008235843592955245,"score_gpt":0.214113487352413,"score_spread":0.2058776437594577,"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."}}