{"id":"W4393373892","doi":"10.1007/s10162-024-00942-5","title":"Mechanical Effects of Medical Device Attachment to Human Tympanic Membrane","year":2024,"lang":"en","type":"article","venue":"Journal of the Association for Research in Otolaryngology","topic":"Ear Surgery and Otitis Media","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Alliance de recherche numérique du Canada; Canada Foundation for Innovation","keywords":"Membrane; Materials science; Chemistry; Biochemistry","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01081677,0.00007023675,0.0004053373,0.0004364357,0.00005834151,0.00001672127,0.0003250757,0.0002461557,0.00006739066],"category_scores_gemma":[0.009221889,0.00004663915,0.0002339641,0.0006056903,0.00003995808,0.00006258088,0.0001262032,0.001006344,0.00001665569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005513682,"about_ca_system_score_gemma":0.0005114385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002718775,"about_ca_topic_score_gemma":0.00007662042,"domain_scores_codex":[0.9966267,0.0007103073,0.0005695317,0.0001270954,0.001623093,0.0003432956],"domain_scores_gemma":[0.9953305,0.003756152,0.000163904,0.000152155,0.0003849826,0.0002122964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001498396,0.002121141,0.5465384,0.006373063,0.0019962,0.002184382,0.002551692,0.00002778772,0.2782998,0.06584614,0.08447158,0.008091422],"study_design_scores_gemma":[0.008194513,0.006399772,0.6831239,0.009879532,0.0004033938,0.00092824,0.0002580411,0.00100517,0.1762525,0.01121344,0.1020317,0.00030975],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9617289,0.0006243062,0.0000563052,0.03526686,0.001392734,0.0006127849,0.000003101746,0.000007044678,0.000307907],"genre_scores_gemma":[0.9981309,0.0001213511,0.00009720013,0.0004138616,0.0004167692,0.0000245033,0.000001797791,0.0000144922,0.0007791609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1365856,"threshold_uncertainty_score":0.9991239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06406798136278596,"score_gpt":0.4437609251576217,"score_spread":0.3796929437948358,"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."}}