{"id":"W2983389478","doi":"10.1097/mao.0000000000002480","title":"3D-Printed Microneedles Create Precise Perforations in Human Round Window Membrane in Situ","year":2019,"lang":"en","type":"article","venue":"Otology & Neurotology","topic":"Hearing, Cochlea, Tinnitus, Genetics","field":"Neuroscience","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"National Center for Research Resources; National Institute on Deafness and Other Communication Disorders; National Cancer Institute","keywords":"Round window; Biomedical engineering; Perforation; 3d printed; Materials science; Inner ear; Medicine; Anatomy; Composite material","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":[0.0003721999,0.0002685304,0.0002165717,0.0001825263,0.0001585279,0.0003121625,0.0002312625,0.0007529858,0.001142653],"category_scores_gemma":[0.0006020861,0.0002176473,0.0003306142,0.00007298339,0.0004494981,0.000336542,0.0004126702,0.000353772,0.0004861212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002519082,"about_ca_system_score_gemma":0.0002347611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003683262,"about_ca_topic_score_gemma":0.0005460282,"domain_scores_codex":[0.9998189,0.00001698952,0.00001699963,0.00004599685,0.00006650333,0.00003464064],"domain_scores_gemma":[0.9996841,0.000108853,0.00009569903,0.00005090638,0.00003141712,0.00002903353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005040547,0.00001703598,0.0004116985,0.00006543301,0.000004273793,0.0002528722,0.00005407161,0.0002551794,0.9961962,0.00007710297,0.00003444919,0.002581428],"study_design_scores_gemma":[0.00002323286,0.0006801169,0.007716972,0.00001458853,0.00001744597,0.001059185,0.000104021,0.001397233,0.9869708,0.000101492,0.001903432,0.00001168161],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9686379,0.001127498,0.02828738,0.0001338977,0.00007363205,0.0001466109,0.0001456411,0.000252162,0.001195251],"genre_scores_gemma":[0.9831839,0.0004115805,0.01545708,0.00008029059,0.000007417112,0.00008227085,0.00005229862,0.00001482888,0.0007103417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001142653,"threshold_uncertainty_score":0.003822565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03169043719686562,"score_gpt":0.2958780043444491,"score_spread":0.2641875671475835,"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."}}