{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001147519,0.0002914993,0.0003226502,0.0002995429,0.0003894685,0.0004981105,0.0004749344,0.0005044064,0.0007075634],"category_scores_gemma":[0.0003206487,0.000131517,0.0003085074,0.0001693026,0.0008566909,0.0005000248,0.0004910307,0.0002771285,0.0000939262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004383756,"about_ca_system_score_gemma":0.0003639702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00220713,"about_ca_topic_score_gemma":0.001011055,"domain_scores_codex":[0.9999574,0.000005377894,0.000002238174,0.00001150582,0.00001112501,0.00001231383],"domain_scores_gemma":[0.9998925,0.00003245135,0.00003008105,0.000008148979,0.00001426347,0.00002255787],"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":[0.0002931246,0.0001429369,0.007912312,0.0002104764,0.00005544728,0.001499036,0.0002169457,0.4631955,0.4446107,0.06488178,0.0006245725,0.01635723],"study_design_scores_gemma":[0.00002150731,0.0002772977,0.003326057,0.000009671358,0.00001668554,0.0002104144,0.00006611885,0.9813237,0.01127465,0.00276466,0.0006899774,0.00001933181],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9109356,0.00049848,0.08330581,0.0002495938,0.0000454891,0.00002784145,0.00006912427,0.00011975,0.004748139],"genre_scores_gemma":[0.9952471,0.0001838265,0.002773456,0.00001577479,0.000009752187,0.00001467547,0.00001694997,0.000006160431,0.001732468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00220713,"threshold_uncertainty_score":0.00438863,"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."}}