{"id":"W4409906523","doi":"10.1007/s10162-025-00989-y","title":"Acoustical Effects of Tympanostomy Tube Attachment to Human Tympanic Membrane","year":2025,"lang":"en","type":"article","venue":"Journal of the Association for Research in Otolaryngology","topic":"Ear Surgery and Otitis Media","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; National Institute on Deafness and Other Communication Disorders; Canadian Institutes of Health Research; Canada Foundation for Innovation","keywords":"Tympanostomy tube; Tube (container); Audiology; Medicine; Acoustics; Materials science; Composite material; Surgery; Physics; Otitis","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":[0.0007368024,0.0004428656,0.0004211379,0.0003284646,0.0007951167,0.000793345,0.0004850943,0.0008443531,0.005374365],"category_scores_gemma":[0.003078867,0.0004234048,0.0006476565,0.0002741955,0.001115727,0.0005795841,0.0004713224,0.0009166311,0.000800172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003376455,"about_ca_system_score_gemma":0.0005473838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002067101,"about_ca_topic_score_gemma":0.001414602,"domain_scores_codex":[0.9992682,0.0003419443,0.00003428347,0.00008320526,0.0001033384,0.0001689561],"domain_scores_gemma":[0.9982226,0.001306452,0.0001072594,0.000109073,0.0001229461,0.0001317201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.04190978,0.0007899764,0.008504068,0.0003011698,0.0001467314,0.0022339,0.001102397,0.001098948,0.9305815,0.0005954059,0.0006347718,0.01210136],"study_design_scores_gemma":[0.0009277138,0.04433822,0.1258511,0.000162088,0.0006727736,0.003052568,0.003236567,0.005399324,0.8050643,0.000658827,0.01054923,0.00008730774],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954038,0.001736362,0.0006046054,0.00007741321,0.0002818776,0.00003183012,0.00007953271,0.00002013953,0.001764634],"genre_scores_gemma":[0.9980552,0.0004724035,0.0002358159,0.00007214805,0.00006942012,0.00001465595,0.0001085683,0.00001535321,0.0009565164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005374365,"threshold_uncertainty_score":0.01797909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03622647190009447,"score_gpt":0.4124400006200913,"score_spread":0.3762135287199969,"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."}}