{"id":"W1963799018","doi":"10.1007/s11242-007-9115-6","title":"Fluid transfer between tubes in interacting capillary bundle models","year":2007,"lang":"en","type":"article","venue":"Transport in Porous Media","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo; University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Porous medium; Bundle; Capillary action; Pressure drop; Mechanics; Viscosity; Materials science; Displacement (psychology); Pressure gradient; Thermodynamics; Capillary pressure; Fluid dynamics; Two-phase flow; Mass transfer; Flow (mathematics); Porosity; Physics; Composite material","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000602379,0.0002665383,0.0004158737,0.0003917788,0.00001509779,0.000007236768,0.0002224809,0.0002364764,0.00004708915],"category_scores_gemma":[0.0000148058,0.0003020085,0.00007384994,0.0003704424,0.00003389566,0.0004369705,0.000004957791,0.000551692,0.00000821718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001993439,"about_ca_system_score_gemma":0.00002316128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004683538,"about_ca_topic_score_gemma":0.004476915,"domain_scores_codex":[0.998172,0.00001466246,0.000720044,0.0002662764,0.0002485243,0.000578529],"domain_scores_gemma":[0.9993514,0.0002829694,0.00001070038,0.0002268106,0.00001997835,0.0001081147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002658289,0.0005037499,0.6761825,0.001040475,0.000163134,0.002003439,0.05156348,0.08725559,0.07818016,0.00101969,0.0002049297,0.101617],"study_design_scores_gemma":[0.002226712,0.0002055374,0.243864,0.001494122,0.00007094587,0.00004846223,0.001375091,0.008735158,0.73313,0.005781043,0.00102518,0.002043717],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9543667,0.0005918007,0.03504034,0.00001353575,0.0003162859,0.0002200932,0.00002045901,0.0005477899,0.008883033],"genre_scores_gemma":[0.9972669,0.0005198719,0.001874967,0.00003322933,0.0001081237,0.00002403425,0.00007082869,0.00008858235,0.00001345923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6549498,"threshold_uncertainty_score":0.9999432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01661932844164306,"score_gpt":0.2349075298830113,"score_spread":0.2182882014413682,"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."}}