{"id":"W2073591071","doi":"10.1021/ie9007425","title":"Modeling of Heat Uptake and Release with Embedded Phase-Change Materials in Monolithic Microfluidized Bed Reactors","year":2009,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Phase change; Materials science; Phase (matter); Nuclear engineering; Process engineering; Chemistry; Thermodynamics; Engineering; Physics; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003533539,0.0003917464,0.00050782,0.0002406982,0.0003938864,0.0008055028,0.0008258334,0.001238096,0.0005643503],"category_scores_gemma":[0.0006900526,0.0004005591,0.0005794778,0.0002034471,0.0007877883,0.0008008986,0.0004272926,0.0004328468,0.000102681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001324436,"about_ca_system_score_gemma":0.0009843482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01095553,"about_ca_topic_score_gemma":0.004321562,"domain_scores_codex":[0.999892,0.00002255014,0.000005532746,0.0000205878,0.00002952356,0.00002980743],"domain_scores_gemma":[0.999774,0.0001497704,0.00002592592,0.000009435137,0.00002371462,0.00001702212],"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":[0.0000455084,0.00002762589,0.0003121395,0.00002671441,0.000006748575,0.00006067083,0.00002602099,0.9825,0.01350246,0.002572429,0.00003502236,0.0008847281],"study_design_scores_gemma":[0.00000638895,0.000008994857,0.0000548525,8.606218e-7,0.000001928824,0.000003620379,0.000003896982,0.9982533,0.001439441,0.000178082,0.00004638524,0.00000229636],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7353341,0.000462264,0.257532,0.0004168522,0.00005108497,0.00009741304,0.0001940072,0.0002317209,0.005680541],"genre_scores_gemma":[0.9855828,0.0001852547,0.01164722,0.00002180791,0.000009048524,0.00008028441,0.00004985153,0.00002174934,0.002401911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01095553,"threshold_uncertainty_score":0.02178347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09909115262507578,"score_gpt":0.3172851210925883,"score_spread":0.2181939684675125,"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."}}