{"id":"W2023324705","doi":"10.1021/ie0510829","title":"Transient Natural Convection Induced by Gas Diffusion in Liquid-Saturated Vertical Porous Columns","year":2006,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Natural convection; Sherwood number; Mass transfer; Diffusion; Convection; Rayleigh number; Porous medium; Thermodynamics; Chemistry; Gaseous diffusion; Mechanics; Porosity; Nusselt number; Chromatography; Turbulence; Physics; Reynolds number","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"],"consensus_categories":[],"category_scores_codex":[0.0005507403,0.0002985874,0.0003318914,0.0001597744,0.00007313253,0.00008470292,0.0002659314,0.0006692554,0.00008064792],"category_scores_gemma":[0.0001742605,0.0003331505,0.00006752917,0.0008842169,0.00006377781,0.0001275638,0.00003049294,0.002399984,0.00001398321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006118614,"about_ca_system_score_gemma":0.0001073183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005381518,"about_ca_topic_score_gemma":0.00003866958,"domain_scores_codex":[0.997367,0.0000503247,0.0004988434,0.0003726972,0.0007038533,0.00100729],"domain_scores_gemma":[0.999204,0.0002002935,0.000007798593,0.0002569297,0.00009689447,0.0002340402],"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":[0.0001152256,0.00008415429,0.00005341851,0.00008876658,0.00001825844,0.00005436017,0.00007995008,0.002860938,0.9925945,0.00001112864,0.003199487,0.0008397523],"study_design_scores_gemma":[0.002006822,0.00008455152,0.0002458766,0.0001420567,0.000009432338,0.00001977542,0.0000460705,0.02468077,0.9659093,0.000005353924,0.006463573,0.0003864392],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996683,0.0002582574,0.00003897404,0.0001829052,0.000842302,0.0002917112,0.0000196227,0.0004283696,0.001254863],"genre_scores_gemma":[0.9986947,0.00003733633,0.000006550462,0.000003519403,0.0007489478,0.00008666516,0.0001619067,0.00007589598,0.0001845172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02668528,"threshold_uncertainty_score":0.999912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02968239312278479,"score_gpt":0.2687707452413922,"score_spread":0.2390883521186074,"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."}}