{"id":"W2999396751","doi":"10.1038/s41598-019-57179-z","title":"Deformation analysis of lipid membranes subjected to general forms of intra-membrane viscous flow and interactions with an elliptical-cross-section substrate","year":2020,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Lipid Membrane Structure and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; University of Alberta","keywords":"Membrane; Eccentricity (behavior); Flow (mathematics); Viscosity; Mechanics; Viscous liquid; Cylinder; Physics; Deformation (meteorology); Boundary value problem; Boundary (topology); Stokes flow; Classical mechanics; Materials science; Mathematical analysis; Geometry; Mathematics; Chemistry; Thermodynamics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001452871,0.0001991442,0.0002183994,0.0002223241,0.0002537888,0.000371619,0.0002289876,0.0004002864,0.0008907757],"category_scores_gemma":[0.0002879625,0.0001083874,0.0002282515,0.0001459808,0.0004963769,0.0002878107,0.0003431262,0.0002107725,0.0001560398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002237001,"about_ca_system_score_gemma":0.0001658508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006945517,"about_ca_topic_score_gemma":0.0003796747,"domain_scores_codex":[0.9999137,0.00001341553,0.000004154577,0.00001608472,0.00002310895,0.00002955457],"domain_scores_gemma":[0.9999028,0.00001967101,0.00003024905,0.00001829281,0.00001173385,0.00001718257],"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":[0.0001992335,0.00007190362,0.003084494,0.00005813123,0.0000366121,0.00123383,0.0004375541,0.1486077,0.8320978,0.007525273,0.0001303433,0.006517113],"study_design_scores_gemma":[0.00001880908,0.0001873192,0.02447032,0.00001176282,0.00001738785,0.0004681402,0.0004648516,0.8523167,0.1172827,0.003588639,0.001126897,0.00004642865],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891024,0.0001105749,0.008907317,0.00007241148,0.000007363394,0.00001081336,0.00002693102,0.0000147071,0.001747531],"genre_scores_gemma":[0.9981272,0.00009182619,0.0008803792,0.0000100857,0.000002658067,0.000006626104,0.00002227849,0.000005172047,0.0008538161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008907757,"threshold_uncertainty_score":0.002979875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01091928076991406,"score_gpt":0.2645343060633851,"score_spread":0.2536150252934711,"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."}}