{"id":"W4386272020","doi":"10.1002/hed.27491","title":"Patterns of alaryngeal voice adoption and predictive factors of vocal rehabilitation failure following total laryngectomy","year":2023,"lang":"en","type":"article","venue":"Head & Neck","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Maisonneuve-Rosemont; Université de Montréal","funders":"","keywords":"Laryngectomy; Esophageal speech; Medicine; Audiology; Rehabilitation; Candidacy; Socioeconomic status; Multivariate analysis; Larynx; Physical therapy; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001417509,0.0001144948,0.0003048948,0.0001523218,0.00003395381,0.000004306842,0.00003244245,0.0001031233,0.00001920241],"category_scores_gemma":[0.0001921071,0.0001027027,0.0001333702,0.0002494558,0.00003724699,0.0001605373,0.00002987973,0.0001311589,0.000006739561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002518178,"about_ca_system_score_gemma":0.00004203681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002101451,"about_ca_topic_score_gemma":0.0001164585,"domain_scores_codex":[0.9990332,0.00004051224,0.0002635112,0.0002026102,0.0002864551,0.0001737634],"domain_scores_gemma":[0.9994459,0.0001720433,0.00007363023,0.0001577521,0.00007439714,0.0000762967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001470054,0.0001193382,0.986246,0.0005063803,0.00008984908,0.00001142342,0.00354705,0.00002419791,0.007763202,0.00002761297,0.000462264,0.001055696],"study_design_scores_gemma":[0.001425442,0.0012646,0.9896364,0.0003409284,0.0001149695,0.000005015909,0.005170582,0.0005686586,0.001102702,0.00004460207,0.0002464991,0.00007958545],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998292,0.00008067033,0.0001142286,0.0007869413,0.00009465782,0.0003629408,0.00004846928,0.00005843799,0.0001616622],"genre_scores_gemma":[0.9993691,0.00002221654,0.000247231,0.00003075658,0.00003961634,0.00001186188,0.000163596,0.00001713721,0.00009848789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006660501,"threshold_uncertainty_score":0.4188094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01267630368749179,"score_gpt":0.2766028176592035,"score_spread":0.2639265139717117,"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."}}