{"id":"W1502016270","doi":"10.1002/9781444318975.ch22","title":"Speech Disorders Related to Head and Neck Cancer","year":2010,"lang":"en","type":"other","venue":"","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Laryngectomy; Medicine; Head and neck; Head and neck cancer; Head and neck surgery; Orthodontics; Surgery; Cancer; Larynx; Otorhinolaryngology; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003033535,0.0005189494,0.0004004971,0.002252696,0.0003424966,0.001292329,0.0005520326,0.0007345326,0.5550745],"category_scores_gemma":[0.0008517628,0.0001274691,0.0002390497,0.002084499,0.000312228,0.001187387,0.001089069,0.000863023,0.3705698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004662681,"about_ca_system_score_gemma":0.0006126092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001989891,"about_ca_topic_score_gemma":0.005828773,"domain_scores_codex":[0.9998349,0.00002166214,0.00001723307,0.0000239414,0.00007889424,0.00002333689],"domain_scores_gemma":[0.9995259,0.0002119817,0.00005215297,0.00002897981,0.00008505359,0.00009591768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002002838,0.00002221918,0.0002476474,0.0004805103,0.000004423692,0.00008688781,0.0000369714,0.0000739805,0.0003263955,0.00116854,0.5370778,0.4604546],"study_design_scores_gemma":[0.000006027891,0.00002039804,0.003463685,0.001230192,0.000005722232,0.0006114639,0.00009185613,0.00004956344,0.0001364705,0.0006628916,0.9937163,0.000005523817],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001250534,0.04765319,0.0004215322,0.002960048,0.0029922,0.00006323722,0.003335192,0.0002560292,0.9410681],"genre_scores_gemma":[0.00429497,0.05267026,0.000527128,0.001150011,0.00176568,0.00007477585,0.002394549,0.0001065798,0.9370161],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5550745,"threshold_uncertainty_score":0.6346322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0128689812816405,"score_gpt":0.3188560112468255,"score_spread":0.305987029965185,"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."}}