{"id":"W1987089726","doi":"10.1016/j.jnnfm.2012.07.007","title":"Linear oscillatory dynamics of flexoelectric membranes embedded in viscoelastic media with applications to outer hair cells","year":2012,"lang":"en","type":"article","venue":"Journal of Non-Newtonian Fluid Mechanics","topic":"Acoustic Wave Phenomena Research","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"McGill University","keywords":"Viscoelasticity; Dynamics (music); Membrane; Materials science; Mechanics; Composite material; Physics; Chemistry; Acoustics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006974182,0.000254966,0.0005124363,0.0007849421,0.0000367758,0.00001933608,0.0004422639,0.0001391315,0.00003907104],"category_scores_gemma":[0.00007426701,0.000221365,0.00009318437,0.000906472,0.0000254408,0.0002437429,0.00006434173,0.0005252153,0.00004300697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004941322,"about_ca_system_score_gemma":0.0001930448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000458914,"about_ca_topic_score_gemma":0.0000262644,"domain_scores_codex":[0.9977929,0.00004178672,0.0007424279,0.0001483717,0.000665912,0.0006086254],"domain_scores_gemma":[0.9985406,0.0002288871,0.0001638983,0.0003255309,0.0002890793,0.0004520195],"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":[0.0002236426,0.0003818345,0.000201948,0.000725987,0.0002453745,0.00004734282,0.00251884,0.3873509,0.6033096,0.0007309017,0.0005152879,0.003748315],"study_design_scores_gemma":[0.0009653897,0.0003764794,0.0002080756,0.0002023405,0.00008340545,0.0001028565,0.0004340105,0.9595228,0.03714957,0.0002506877,0.0003560769,0.0003482952],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1645522,0.0004215889,0.8336907,0.0001025329,0.0004005286,0.0005035322,0.00003202668,0.00003631545,0.0002606339],"genre_scores_gemma":[0.9623837,0.0001355774,0.03691179,0.00003598169,0.0003738366,0.00002131651,0.000003444275,0.00008824914,0.00004605736],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7978316,"threshold_uncertainty_score":0.9027001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009830698327017759,"score_gpt":0.2397269433638138,"score_spread":0.229896245036796,"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."}}