{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004912372,0.0002036676,0.0002133128,0.0008382478,0.0006753329,0.0007982894,0.0006630257,0.0004770181,0.002038933],"category_scores_gemma":[0.003947263,0.0001555712,0.0002790688,0.000809832,0.0005282311,0.0004783267,0.0007013805,0.0005338017,0.0002278427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001226359,"about_ca_system_score_gemma":0.00184725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09784339,"about_ca_topic_score_gemma":0.1390505,"domain_scores_codex":[0.9993199,0.00006503106,0.00007305715,0.00007808307,0.0001987072,0.0002652715],"domain_scores_gemma":[0.9966883,0.0003659217,0.001825701,0.00007862009,0.0004478847,0.0005935436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000228158,0.0000120996,0.9989551,0.000004083048,0.000005012836,0.00007532141,0.00007701067,0.00001095594,0.00009789797,0.00000205122,0.00002626391,0.0007112261],"study_design_scores_gemma":[5.966814e-7,0.00003667892,0.9991917,0.000004175381,0.000002731022,0.0002127297,0.0004450288,0.00004399359,0.00002902358,0.000001605693,0.00003000452,0.000001702484],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996645,0.00007247558,0.00001961113,0.00002553447,0.000001213755,0.00000640002,0.00005275905,0.000001501357,0.0001559833],"genre_scores_gemma":[0.9998013,0.00003798753,0.00002110446,0.000007676667,0.000001910157,0.000003200559,0.00006680276,5.802469e-7,0.00005936967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09784339,"threshold_uncertainty_score":0.1945477,"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."}}