{"id":"W3180331873","doi":"10.1002/cjce.24255","title":"A new outlook and a model of reactions in porous media","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reynolds number; Porosity; Isothermal process; Mixing (physics); Mechanics; Porous medium; Void (composites); Materials science; Péclet number; Thermodynamics; Physics; Composite material; Turbulence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001176956,0.00007673322,0.000171861,0.00009998593,0.000008270664,0.00001169771,0.00009216501,0.00006379325,0.00001462548],"category_scores_gemma":[0.000131011,0.00006798062,0.00003711125,0.0001303163,0.00001922295,0.0000577318,0.000003870799,0.0003204845,3.336236e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008525259,"about_ca_system_score_gemma":0.0004049126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005265961,"about_ca_topic_score_gemma":0.001858279,"domain_scores_codex":[0.9994218,0.000003985825,0.0002650474,0.00004156366,0.00009029976,0.0001773199],"domain_scores_gemma":[0.9994544,0.00007558201,0.00001328892,0.00008038705,0.00003690888,0.0003394072],"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":[0.000005463462,0.000006301716,0.0001886331,0.0001532859,0.00007928182,0.000188096,0.004096166,0.443342,0.5445415,0.001829523,0.000662194,0.004907527],"study_design_scores_gemma":[0.001600246,0.00002287778,0.0005117275,0.0007335681,0.0001210863,0.001165424,0.0001754186,0.3741078,0.6154737,0.003406032,0.002179533,0.000502585],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906276,0.002150028,0.005786461,0.0005199949,0.0003221401,0.0000374661,0.000008381786,0.00001528019,0.0005325885],"genre_scores_gemma":[0.9974614,0.00003745321,0.002361268,0.00001533191,0.00009111062,6.75243e-7,8.302718e-7,0.00001676435,0.0000151055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07093222,"threshold_uncertainty_score":0.2772169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01118614491211714,"score_gpt":0.1826016950664474,"score_spread":0.1714155501543303,"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."}}