{"id":"W1985534534","doi":"10.1177/0194599812461755","title":"Auditory‐Perceptual Speech Outcomes and Quality of Life after Total Laryngectomy","year":2012,"lang":"en","type":"article","venue":"Otolaryngology","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"National Cancer Institute","keywords":"Laryngectomy; Audiology; Intelligibility (philosophy); Medicine; Rating scale; Quality of life (healthcare); Sentence; Psychology; Larynx; Developmental psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000321265,0.000165343,0.0005863276,0.000101159,0.00003162636,0.000004063064,0.00005659723,0.0002101598,0.0008711522],"category_scores_gemma":[0.0003185358,0.0001352055,0.000123374,0.0000852295,0.00022637,0.0001489175,0.00007909424,0.0002119465,0.0001148456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001714735,"about_ca_system_score_gemma":0.00005850255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001921111,"about_ca_topic_score_gemma":0.00006705096,"domain_scores_codex":[0.998768,0.0001166196,0.000344514,0.0002019053,0.0001940943,0.000374816],"domain_scores_gemma":[0.9991723,0.0001310523,0.00008827596,0.0002979604,0.00005500787,0.0002553503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000243473,0.0002491935,0.9928066,0.0001260525,0.0001041275,0.00001006356,0.0005873077,3.94461e-8,0.003932741,0.0001910107,0.001305946,0.0004434385],"study_design_scores_gemma":[0.001621709,0.0001675282,0.9928794,0.00001104611,0.00006610485,0.00006237182,0.00032006,0.000001749661,0.0003153134,0.00001711659,0.004402132,0.0001354664],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933921,0.001038589,0.00001679582,0.0009143123,0.0004959453,0.0002501015,0.00001247575,0.00004178209,0.003837952],"genre_scores_gemma":[0.9962714,0.00003881583,0.0005891533,0.001627735,0.0003982321,0.00002448338,0.00001377372,0.00002033136,0.001016125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003617428,"threshold_uncertainty_score":0.9538505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02566167911244448,"score_gpt":0.3022320014768934,"score_spread":0.276570322364449,"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."}}