{"id":"W2988997787","doi":"10.1007/978-3-030-26191-7_40","title":"Dysphonia After Laryngotracheal Reconstruction","year":2019,"lang":"en","type":"book-chapter","venue":"","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Airway; Medicine; Laryngeal mask airway; Surgery; Vocal folds; Larynx; Airway management","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0000560119,0.0002471573,0.0004024455,0.0001320306,0.0000188986,0.00001255229,0.00004648182,0.0004999453,0.02167879],"category_scores_gemma":[0.00000609237,0.0002075306,0.0002104053,0.00001339184,0.00005684199,0.00006085376,0.00002245285,0.0004538509,0.005568916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006429326,"about_ca_system_score_gemma":0.0001728027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002528782,"about_ca_topic_score_gemma":0.00009951099,"domain_scores_codex":[0.9990273,0.000003388821,0.0002417313,0.0003234442,0.0002245587,0.0001795695],"domain_scores_gemma":[0.9993572,0.0000143315,0.00007092405,0.0003853182,0.00007053486,0.0001017285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00192529,0.0001836038,0.01210924,0.001889977,0.001749174,0.0007866257,0.0003382107,8.752322e-7,0.000505075,0.08757711,0.1215246,0.7714102],"study_design_scores_gemma":[0.001323481,0.0003342661,0.002634845,0.0004980417,0.0004237174,0.000655377,0.00004061812,0.00001674557,0.00008915123,0.003570171,0.9899281,0.0004855009],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0020226,0.000710435,0.00002890875,0.001002588,0.0005044488,0.0004065862,0.00001302574,0.00009930499,0.9952121],"genre_scores_gemma":[0.004740184,0.0004136375,0.0006520492,0.001813336,0.0002949988,0.000006008243,0.00006917923,0.00006418338,0.9919464],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8684035,"threshold_uncertainty_score":0.9952053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01071377187587188,"score_gpt":0.2283723402807691,"score_spread":0.2176585684048972,"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."}}