{"id":"W2944840679","doi":"10.1615/ihtc12.4680","title":"The horizontal anisotropic porous layer saturated with water near 4°C - A peculiar stability problem","year":2002,"lang":"en","type":"article","venue":"Proceeding of International Heat Transfer Conference 12","topic":"Fluid Dynamics Simulations and Interactions","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Porosity; Anisotropy; Layer (electronics); Porous medium; Stability (learning theory); Geology; Materials science; Geotechnical engineering; Optics; Physics; Composite material; Computer science","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":[0.00006221823,0.0001581294,0.0001303815,0.00005156747,0.0001592746,0.0001520437,0.0002127286,0.00004773714,0.0005455331],"category_scores_gemma":[0.000005624908,0.00009871376,0.00005014378,0.0000781742,0.00009975036,0.0003577195,0.00001202407,0.0002083179,0.0000196118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008678834,"about_ca_system_score_gemma":0.0000167555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005770832,"about_ca_topic_score_gemma":0.0001151832,"domain_scores_codex":[0.9990653,0.000007332937,0.0002920081,0.0001668456,0.0002500198,0.0002185157],"domain_scores_gemma":[0.999442,0.00003369771,0.000005681568,0.00009797868,0.0003714609,0.0000492187],"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":[0.0005759146,0.0008698808,0.06173736,0.000480382,0.001559734,0.00001629147,0.02202426,0.05258974,0.7436435,0.1072937,0.0009683983,0.008240852],"study_design_scores_gemma":[0.000680135,0.0002151889,0.001762923,0.0001017347,0.0000317761,0.00002853085,0.0004904711,0.953855,0.04019575,0.0003731673,0.002000194,0.000265175],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9724357,0.00005139932,0.0105306,0.0005559901,0.0002627691,0.0002633909,0.00003508195,0.0001260077,0.01573912],"genre_scores_gemma":[0.9990941,0.00007579059,0.0005701281,0.000008616802,0.00004477251,0.00004263562,0.00002237243,0.0000211919,0.000120385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9012652,"threshold_uncertainty_score":0.5973206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02191337472455944,"score_gpt":0.2125990865873592,"score_spread":0.1906857118627997,"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."}}