{"id":"W2015745634","doi":"10.1017/s0022112008001341","title":"Linear stability analysis of pressure-driven flows in channels with porous walls","year":2008,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":116,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Laminar flow; Mechanics; Linear stability; Porous medium; Porosity; Permeability (electromagnetism); Materials science; Isotropy; Pressure gradient; Compressibility; Open-channel flow; Flow (mathematics); Physics; Instability; Composite material; Optics","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":[0.0003908278,0.0001790373,0.0006747921,0.000485092,0.00002386993,0.000007985703,0.0002484938,0.0001104381,0.00006038245],"category_scores_gemma":[0.00003629474,0.0001463535,0.0002164287,0.0007923509,0.0000135209,0.0001595273,0.00002815103,0.0002907418,0.000001341823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007256669,"about_ca_system_score_gemma":0.00006358799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002146505,"about_ca_topic_score_gemma":0.0001043305,"domain_scores_codex":[0.998441,0.0000390057,0.0007319527,0.0001295433,0.0004234523,0.0002350408],"domain_scores_gemma":[0.99915,0.00005036358,0.0001663767,0.0002814224,0.0002406651,0.0001111845],"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":[0.00006618784,0.0001243884,0.001143699,0.00005307376,0.0009414431,0.00009443668,0.0005670957,0.9816138,0.01505198,0.0001860511,0.0000452291,0.0001126097],"study_design_scores_gemma":[0.0006114921,0.0002457181,0.000893756,0.00004483464,0.0004856635,0.00005067806,0.00002284897,0.9936601,0.00363952,0.00004990022,0.0001472542,0.0001482564],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9730501,0.0006832444,0.02567611,0.00002602286,0.0003379178,0.0001150879,0.00003724747,0.00002168109,0.000052634],"genre_scores_gemma":[0.9957828,0.0007036379,0.003385099,0.00001212451,0.00006643505,0.000001920611,0.00000492252,0.00002806525,0.0000149842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02273276,"threshold_uncertainty_score":0.5968121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01207905538931374,"score_gpt":0.2021646249220048,"score_spread":0.1900855695326911,"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."}}