{"id":"W7132987539","doi":"","title":"Creeping flow through a model of fibrous porous media","year":2005,"lang":"","type":"dissertation","venue":"TSpace","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Library and Archives Canada","funders":"","keywords":"Dimensionless quantity; Porous medium; Flow (mathematics); Volume (thermodynamics); Porosity; Particle (ecology); Flow velocity; Rod; Stokes flow","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003015326,0.001132012,0.001614477,0.0002908832,0.0001436688,0.00005687253,0.000670089,0.00136366,0.0009505055],"category_scores_gemma":[0.0001939623,0.001342353,0.0004839847,0.0004664496,0.0001196164,0.0003802241,0.00003980246,0.001236391,0.0001647583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002594011,"about_ca_system_score_gemma":0.0004855952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005472741,"about_ca_topic_score_gemma":0.001723199,"domain_scores_codex":[0.9955128,0.00006983667,0.001392767,0.0008075876,0.0009925632,0.001224421],"domain_scores_gemma":[0.9978306,0.0003989858,0.0002086226,0.0009432308,0.0002625975,0.0003559215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002460437,0.0002277769,0.00002349088,0.004811208,0.0005648652,0.00004220698,0.2623927,0.6590065,0.03529452,0.002592763,0.001709473,0.03308836],"study_design_scores_gemma":[0.00255549,0.0002303624,0.0001602859,0.003351377,0.001219652,0.00003054469,0.01324294,0.9087407,0.06335922,0.002483046,0.001804822,0.002821553],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5000573,0.02550845,0.1526315,0.001021185,0.008840899,0.00257345,0.0004316446,0.001023889,0.3079117],"genre_scores_gemma":[0.9217554,0.008640757,0.05978096,0.00007505492,0.001337392,0.0001111864,0.001167417,0.000494937,0.006636891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4216981,"threshold_uncertainty_score":0.9999627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02955324709083758,"score_gpt":0.2966297779383432,"score_spread":0.2670765308475056,"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."}}