{"id":"W4223624629","doi":"10.1111/coa.13936","title":"Laryngoscopic findings of age‐related vocal fold atrophy are reliable but not specific","year":2022,"lang":"en","type":"article","venue":"Clinical Otolaryngology","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Ottawa; St. Michael's Hospital; University of Alberta","funders":"","keywords":"Laryngology; Laryngoscopy; Medicine; Otorhinolaryngology; Atrophy; Vocal folds; Audiology; Larynx; Kappa; Expert opinion; Laryngeal Diseases; Physical therapy; Pediatrics; Surgery; Pathology; Intensive care medicine; Intubation","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":[0.01256416,0.0004432231,0.0005224125,0.001555115,0.0002812891,0.0009236825,0.0006816942,0.0006988817,0.001700357],"category_scores_gemma":[0.06189603,0.000289506,0.0003604856,0.0004112057,0.0009324703,0.001147344,0.001105241,0.0002944514,0.0007103392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002216282,"about_ca_system_score_gemma":0.0003220964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007083305,"about_ca_topic_score_gemma":0.00113737,"domain_scores_codex":[0.989504,0.004266139,0.002059095,0.001255372,0.002355533,0.000559922],"domain_scores_gemma":[0.9247742,0.03837556,0.02028416,0.003711632,0.01167927,0.001175287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002834591,0.00003185811,0.9847068,0.0001629771,0.0001020273,0.0004250352,0.0008315157,0.00009479599,0.003041229,0.00001877749,0.0001025062,0.01019896],"study_design_scores_gemma":[0.00001024057,0.0004553591,0.9905418,0.00008360342,0.00009072538,0.004927997,0.0009490128,0.0005155274,0.001968516,0.00004102039,0.0003996751,0.00001650887],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959056,0.001157705,0.001202347,0.00004419607,0.00003083741,0.00004010375,0.00008413401,0.00001828269,0.001516707],"genre_scores_gemma":[0.998953,0.0001312144,0.0006836819,0.00001974397,0.00002668093,0.00001070749,0.00006075034,0.000003716706,0.0001105311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01256416,"threshold_uncertainty_score":0.06644648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04146603345357869,"score_gpt":0.3216630592153967,"score_spread":0.280197025761818,"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."}}