{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008397633,0.000238595,0.001154323,0.0002093442,0.0001688402,0.000007744692,0.0003756741,0.0003832938,0.003415315],"category_scores_gemma":[0.0004744116,0.000233504,0.000534818,0.000501667,0.0004860076,0.00006296757,0.0003571915,0.001488977,0.0004032976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005498149,"about_ca_system_score_gemma":0.0001579188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006526228,"about_ca_topic_score_gemma":0.00001123273,"domain_scores_codex":[0.9968352,0.0002887024,0.001297787,0.0006542114,0.0004031893,0.0005209105],"domain_scores_gemma":[0.9981231,0.000492171,0.000324645,0.0007255201,0.00009073014,0.0002438229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001483406,0.001598925,0.9479006,0.0001505355,0.0003211949,0.002142291,0.0001376448,0.00002673727,0.003282853,0.00302446,0.03923679,0.0006945623],"study_design_scores_gemma":[0.00710846,0.004030772,0.7933269,0.00007129682,0.0002409029,0.0002620526,0.0003337034,0.0001519318,0.0008374302,0.00122027,0.1920825,0.0003337846],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988451,0.0008407748,0.00002712335,0.004273226,0.001223623,0.0005580346,0.00004127395,0.00009341519,0.00449151],"genre_scores_gemma":[0.9892972,0.0003762434,0.0005730693,0.004504796,0.0001813945,0.0000436864,0.0001356245,0.00004929359,0.004838743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1545737,"threshold_uncertainty_score":0.9974957,"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."}}