{"id":"W4286615425","doi":"10.1044/2022_jslhr-22-00137","title":"Commentary on “Voice Rehabilitation by Voice Prostheses After Total Laryngectomy: A Systematic Review and Network Meta-Analysis for 11,918 Patients”","year":2022,"lang":"en","type":"review","venue":"Journal of Speech Language and Hearing Research","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Laryngectomy; Voice prosthesis; Rehabilitation; Audiology; Meta-analysis; Voice analysis; Esophageal speech; Psychology; Medicine; Speech recognition; Physical therapy; Surgery; Computer science; Larynx; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006113668,0.0003470382,0.004894616,0.0006958098,0.0002299707,0.0001065921,0.0001824355,0.0001456318,0.0002296034],"category_scores_gemma":[0.001713747,0.0002208935,0.001578542,0.0009566185,0.00008427251,0.0001509432,0.0001612266,0.00116897,0.000004159876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002175677,"about_ca_system_score_gemma":0.0001321277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001405727,"about_ca_topic_score_gemma":0.00006220378,"domain_scores_codex":[0.9956494,0.001072026,0.001264205,0.0004032993,0.001160386,0.0004506745],"domain_scores_gemma":[0.9951157,0.003238366,0.000591043,0.0004515508,0.0003675143,0.0002358121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001717433,0.0003918245,0.0004416869,0.9083314,0.03845074,0.0001465901,0.0006925326,4.580653e-7,2.982556e-7,0.000001932208,0.02924174,0.02212906],"study_design_scores_gemma":[0.0009901797,0.003560878,0.0001135932,0.09017135,0.4243477,0.0002137563,0.001224938,0.000004697202,5.909326e-7,0.00001999389,0.4789653,0.0003870155],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001046604,0.9909263,0.000002781918,0.00355966,0.00003421584,0.00429279,0.00009952229,0.000008471847,0.00002969812],"genre_scores_gemma":[0.00007603331,0.996011,0.0006092342,0.001578944,0.0002283453,0.0006087619,0.0001492534,0.00005642329,0.00068197],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8181601,"threshold_uncertainty_score":0.9007778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1048518399796142,"score_gpt":0.4198694732298393,"score_spread":0.315017633250225,"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."}}