{"id":"W1982653900","doi":"10.1002/aic.12803","title":"Nonequilibrium thermomechanical modeling of liquid drainage/imbibition in trickle beds","year":2011,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Imbibition; Non-equilibrium thermodynamics; Pressure drop; Capillary action; Mechanics; Capillary pressure; Porous medium; Thermodynamics; Chemistry; Materials science; Porosity; Physics; Composite material","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":[],"consensus_categories":[],"category_scores_codex":[0.0005148148,0.0001080198,0.0001978855,0.0001829057,0.00002015406,0.000008867945,0.0001421965,0.0001161152,0.0001385284],"category_scores_gemma":[0.00002374105,0.0001003314,0.00008066112,0.000180027,0.00001435711,0.0001906344,0.00001177402,0.0004052209,0.00001012397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004420654,"about_ca_system_score_gemma":0.00003177112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002175553,"about_ca_topic_score_gemma":0.00001652916,"domain_scores_codex":[0.99905,0.00003870658,0.0004023605,0.0000781762,0.0001703017,0.0002604895],"domain_scores_gemma":[0.9996954,0.00002424707,0.00002012558,0.0001123071,0.00004039286,0.0001075132],"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":[0.001058263,0.0008858553,0.0007379329,0.0005661154,0.0003631764,0.0005993179,0.03300666,0.06661264,0.8603998,0.005364526,0.001271169,0.0291345],"study_design_scores_gemma":[0.0038349,0.001256534,0.001167203,0.0004981405,0.0001284895,0.0004451245,0.001110069,0.8241588,0.1519065,0.01424495,0.0004123532,0.0008369756],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9246834,0.0002874303,0.05801984,0.00003766187,0.0004911404,0.00007530511,0.000001859368,0.00005714334,0.01634625],"genre_scores_gemma":[0.9981745,0.000241337,0.001366648,0.00002044598,0.0001485935,0.000003879089,0.000001319418,0.00002864446,0.0000146425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7575461,"threshold_uncertainty_score":0.4091397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03249461120203161,"score_gpt":0.2136352854347897,"score_spread":0.1811406742327581,"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."}}