{"id":"W4397021839","doi":"10.1017/jfm.2024.386","title":"Peristaltic pumping down a porous conduit","year":2024,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Electrical conduit; Peristalsis; Peristaltic pump; Mechanics; Porosity; Porous medium; Materials science; Computer science; Physics; Thermodynamics; Composite material; Chemistry","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":[0.0005014216,0.0001180801,0.0002160724,0.0001574662,0.00003678988,0.0001788288,0.0005420746,0.00005092534,0.00001057638],"category_scores_gemma":[0.0001568164,0.00009737792,0.0001137554,0.0002551701,0.000006109731,0.0006036999,0.0001183324,0.0003078402,0.00002317615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000106723,"about_ca_system_score_gemma":0.0001034874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.659912e-7,"about_ca_topic_score_gemma":8.769827e-8,"domain_scores_codex":[0.9988348,0.00001466564,0.0004432497,0.0001482282,0.0003454858,0.0002135509],"domain_scores_gemma":[0.9992914,0.0001378022,0.00008307657,0.0002472546,0.0001235556,0.000116911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003826201,0.00003582958,7.913136e-8,0.0002308037,0.00005980683,0.0005866996,0.001049326,0.03709566,0.07584863,0.8683481,0.0002039501,0.01653727],"study_design_scores_gemma":[0.00008974669,0.00009348084,1.89545e-7,0.0002953082,0.00001484678,0.0009252985,0.00002643262,0.9130416,0.004771975,0.07920987,0.001425182,0.0001060941],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005833679,0.001321386,0.9908067,0.0003143787,0.001412939,0.0000482353,4.502686e-7,0.0001282488,0.0001339694],"genre_scores_gemma":[0.7187672,0.00008307725,0.2808166,0.00009598857,0.0001574763,0.000001496831,8.233282e-8,0.00001918941,0.00005881818],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8759459,"threshold_uncertainty_score":0.3970956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01746446210457393,"score_gpt":0.2588969757301688,"score_spread":0.2414325136255949,"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."}}