{"id":"W3196273196","doi":"10.1177/01945998211036870","title":"Feminization Laryngoplasty: 17‐Year Review on Long‐Term Outcomes, Safety, and Technique","year":2021,"lang":"en","type":"article","venue":"Otolaryngology","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Phonation; Medicine; Semitone; Audiology; Cosmesis; Gender dysphoria; Cohort; Feminization (sociology); Surgery; Psychology; Transgender; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0001983022,0.000176512,0.0005256434,0.00008679422,0.00006567549,0.000009246083,0.0000652713,0.0001951644,0.0007900289],"category_scores_gemma":[0.0003178221,0.0001533163,0.0000857129,0.0002386104,0.00006586888,0.00005635818,0.00007566611,0.0002773674,0.0001148802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003332001,"about_ca_system_score_gemma":0.0001050603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006060658,"about_ca_topic_score_gemma":0.00004509497,"domain_scores_codex":[0.9988657,0.00009264422,0.0002859115,0.0003586447,0.0001553732,0.0002417165],"domain_scores_gemma":[0.9992163,0.00008382552,0.00007303107,0.0004133224,0.00009532701,0.0001182207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001433429,0.0003155122,0.9718305,0.00176841,0.000137172,0.0009881962,0.00005932602,2.953222e-7,0.001888157,0.002058221,0.01370351,0.007107337],"study_design_scores_gemma":[0.001814375,0.0004317095,0.9134565,0.001636534,0.0002210763,0.001402503,0.0000204787,0.000003933639,0.001531176,0.0001083003,0.07911402,0.000259401],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5914671,0.06614746,0.00696343,0.1212104,0.0009238103,0.006731635,0.000100524,0.0008960908,0.2055595],"genre_scores_gemma":[0.5040168,0.2378943,0.007986753,0.1917241,0.0004939931,0.0005339482,0.002630465,0.0003287748,0.05439092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1717469,"threshold_uncertainty_score":0.8650263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01597429483768596,"score_gpt":0.2957682509459745,"score_spread":0.2797939561082886,"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."}}