{"id":"W136034234","doi":"10.1007/978-3-642-30532-0_6","title":"Thermal Dispersion in High-Conductivity Porous Media","year":2012,"lang":"en","type":"book-chapter","venue":"Advanced structured materials","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Thermal conductivity; Porous medium; Materials science; Dispersion (optics); Heat transfer; Mechanics; Cylinder; Porosity; Composite material; Physics; Optics; Geometry; Mathematics","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":[0.0000751595,0.0002807603,0.0002975959,0.000249904,0.0001832816,0.0005412811,0.0002793129,0.0003581079,0.002006208],"category_scores_gemma":[0.0001343834,0.0002350246,0.0001713742,0.0003979404,0.000448319,0.0007939905,0.0003182188,0.0005207073,0.0005421132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002561942,"about_ca_system_score_gemma":0.0001261235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000192392,"about_ca_topic_score_gemma":0.0003478157,"domain_scores_codex":[0.9999373,0.000004675457,0.000002579547,0.00001220474,0.00003606439,0.000007095915],"domain_scores_gemma":[0.999953,0.00002648479,0.000004366231,0.000005312389,0.00000832585,0.000002434231],"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":[0.00009094245,0.0001135619,0.0001421225,0.00130439,0.00002673468,0.0003505042,0.0003758486,0.03808796,0.4051435,0.3035101,0.009505209,0.2413492],"study_design_scores_gemma":[0.00003489169,0.0002028209,0.0007546922,0.0002314876,0.00002682003,0.0008075262,0.000135914,0.08619634,0.5313938,0.1645866,0.2155679,0.00006124266],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2171467,0.1145437,0.3593884,0.00131474,0.001361751,0.00008487934,0.0002597687,0.001018255,0.3048818],"genre_scores_gemma":[0.643328,0.04085741,0.05196764,0.0002522711,0.0006068377,0.0001160178,0.000295778,0.0002755371,0.2623006],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002006208,"threshold_uncertainty_score":0.006711423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0100374145811607,"score_gpt":0.2058041712646457,"score_spread":0.195766756683485,"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."}}