{"id":"W4308772133","doi":"10.1111/1460-6984.12802","title":"Communication competence and disability secondary to laryngectomy and tracheoesophageal puncture voice restoration","year":2022,"lang":"en","type":"article","venue":"International Journal of Language & Communication Disorders","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Laryngectomy; Paralanguage; Psychology; Audiology; Intelligibility (philosophy); Competence (human resources); Esophageal speech; Developmental psychology; Social psychology; Medicine; Communication; Surgery","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":[0.0007564934,0.0002027137,0.0003692853,0.0005844933,0.0006445401,0.000554699,0.000245213,0.0003062188,0.003356776],"category_scores_gemma":[0.006171533,0.00006808325,0.0003217928,0.0003018038,0.0006605841,0.0004256695,0.001263898,0.0005124926,0.0003002039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005521246,"about_ca_system_score_gemma":0.0006279147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001974279,"about_ca_topic_score_gemma":0.002219581,"domain_scores_codex":[0.9992168,0.0001704023,0.00008768059,0.00006907398,0.0002697378,0.0001863847],"domain_scores_gemma":[0.9972228,0.000664195,0.001153749,0.00005892053,0.0002522818,0.0006481045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003295092,0.0005383479,0.9465247,0.0003156981,0.00007762233,0.00603901,0.007063642,0.0001103429,0.002157092,0.0001045876,0.0003479466,0.03639146],"study_design_scores_gemma":[0.000004967005,0.0004845457,0.9880149,0.00004714442,0.00001657923,0.006869738,0.003986205,0.00004546716,0.0001496423,0.00004209378,0.0003310351,0.000007710558],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986103,0.000313668,0.00002528426,0.00005266035,0.000005809216,0.00001366311,0.00001889371,0.000001554921,0.000958147],"genre_scores_gemma":[0.9996499,0.0001173076,0.00001888751,0.00001248005,0.000004788133,0.00001112948,0.00002707008,3.841674e-7,0.0001580573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003356776,"threshold_uncertainty_score":0.01122957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008427731044309654,"score_gpt":0.2953328402309755,"score_spread":0.2869051091866658,"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."}}