{"id":"W4417213475","doi":"10.1038/s41467-025-66358-8","title":"Revealing heterogeneity and damage response in the adult human utricle","year":2025,"lang":"en","type":"article","venue":"Nature Communications","topic":"Hearing, Cochlea, Tinnitus, Genetics","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; University of Toronto; Health Sciences Centre; Sunnybrook Hospital; Sunnybrook Health Science Centre","funders":"Japan Society for the Promotion of Science; Ministry of Education, Culture, Sports, Science and Technology; Hearing Health Foundation; Government of Canada; Hospital for Sick Children; Canadian Institutes of Health Research; Alliance de recherche numérique du Canada; Sunnybrook Research Institute","keywords":"Utricle; Inner ear; Vestibular system; Regeneration (biology); Population; Saccule; Hair cell; Function (biology)","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":[0.00008909902,0.0001104382,0.0001456308,0.0003632287,0.000112815,0.0001808811,0.00006547276,0.0002083079,0.0008998823],"category_scores_gemma":[0.0001573045,0.00007833966,0.0001345327,0.0001603316,0.0001679668,0.0001021784,0.0001965101,0.0001545111,0.0002633126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007645271,"about_ca_system_score_gemma":0.00009683317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003851938,"about_ca_topic_score_gemma":0.0008433801,"domain_scores_codex":[0.9999117,0.000005927655,0.000007332701,0.00003268685,0.00002816848,0.00001424786],"domain_scores_gemma":[0.9999106,0.00002194292,0.00002270979,0.0000108107,0.00001751121,0.00001641499],"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":[0.00004570699,0.000003327146,0.003262225,0.00001710133,0.000003346616,0.0001018006,0.00004583039,0.00005023504,0.9944444,0.000015698,0.00001749109,0.001992699],"study_design_scores_gemma":[0.000008474718,0.0004238829,0.4103106,0.00001555035,0.00005108565,0.003747229,0.0004352424,0.001461432,0.5800768,0.0002962178,0.003157911,0.00001562618],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943976,0.0009660378,0.003529075,0.00003892832,0.000006371956,0.00001536115,0.0004596342,0.00004927744,0.0005376702],"genre_scores_gemma":[0.9956266,0.0005880549,0.002294726,0.00005272303,0.000005347131,0.00001897962,0.0005334121,0.00001501263,0.0008652887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008998823,"threshold_uncertainty_score":0.003010392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05334946118719684,"score_gpt":0.3841869140144467,"score_spread":0.3308374528272498,"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."}}