{"id":"W2791644718","doi":"10.5802/jedp.653","title":"Mixing solutions for IPM","year":2018,"lang":"en","type":"article","venue":"Journées Équations aux dérivées partielles","topic":"Advanced Mathematical Physics Problems","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nautical Research Society","funders":"","keywords":"Mixing (physics); Compressibility; Porous medium; Mathematics; Applied mathematics; Mechanics; Physics; Porosity; Materials science; Composite material; Quantum mechanics","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":[0.0006139078,0.0002431273,0.0003398119,0.0001303148,0.001231014,0.00009831066,0.000287756,0.0001024589,0.000217914],"category_scores_gemma":[0.00185257,0.0002195623,0.0002153751,0.0003237903,0.0003035132,0.0003853478,0.0001249253,0.0001658669,0.0002480371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007204789,"about_ca_system_score_gemma":0.0001306644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005037856,"about_ca_topic_score_gemma":0.00008033452,"domain_scores_codex":[0.9980022,0.00005782114,0.0006667995,0.0003162175,0.0002920321,0.0006649597],"domain_scores_gemma":[0.9969628,0.001567909,0.0002950687,0.0005389877,0.0004838622,0.0001513821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001227228,0.0002681671,0.00001778252,0.00007219739,0.00006791226,4.071555e-7,0.001299703,0.0001069018,0.002874671,0.9685957,0.0243091,0.002375119],"study_design_scores_gemma":[0.0004235884,0.000135856,0.00001873425,0.00008365769,0.00009515488,0.000005444692,0.0006596682,0.01563874,0.004388665,0.9642045,0.01406864,0.0002773398],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02616833,0.000133573,0.9608594,0.003364709,0.0003405364,0.0008502966,0.000038058,0.0003238053,0.00792126],"genre_scores_gemma":[0.7740804,0.00002074202,0.2226941,0.0001841363,0.0008024974,0.0003702245,0.00001399275,0.00008091918,0.001753038],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.747912,"threshold_uncertainty_score":0.946809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2216013590449699,"score_gpt":0.4104651705243298,"score_spread":0.18886381147936,"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."}}