{"id":"W2104622330","doi":"10.1044/vvd22.1.25","title":"Laryngectomy – Concepts and Shifting Paradigms","year":2012,"lang":"en","type":"article","venue":"Perspectives on Voice and Voice Disorders","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Transoral laser microsurgery; Laryngectomy; Medicine; Radiation therapy; Surgery; Microsurgery; General surgery; Cancer; Larynx; Hypopharyngeal cancer; 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":[],"consensus_categories":[],"category_scores_codex":[0.009634603,0.0003884651,0.0005112889,0.002473717,0.001105951,0.003928699,0.001514152,0.002065719,0.00168283],"category_scores_gemma":[0.005910206,0.0002001344,0.0002998332,0.001814873,0.01563836,0.007521073,0.002397001,0.004218263,0.000682171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003923886,"about_ca_system_score_gemma":0.004112655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002654427,"about_ca_topic_score_gemma":0.00322448,"domain_scores_codex":[0.9964026,0.002112391,0.000264854,0.0003741608,0.000671446,0.0001745368],"domain_scores_gemma":[0.9952454,0.002832721,0.0004310616,0.000312936,0.0007685575,0.0004093238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002061446,0.0001720055,0.004100467,0.002521091,0.00006170422,0.0003850065,0.00633651,0.0004773463,0.0008101526,0.512339,0.02423421,0.4483564],"study_design_scores_gemma":[0.00004968142,0.0004956798,0.0140993,0.006046105,0.00004272065,0.003458738,0.01230016,0.000345015,0.0005751815,0.2710604,0.6914285,0.00009852112],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008810853,0.8279147,0.005420082,0.1142624,0.003102481,0.00003617936,0.0000602157,0.00003772366,0.04035534],"genre_scores_gemma":[0.1411776,0.7949724,0.006877032,0.03646326,0.01454299,0.0002226641,0.00008343251,0.0000541759,0.005606335],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009634603,"threshold_uncertainty_score":0.05095321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01839899111801308,"score_gpt":0.3262665250486673,"score_spread":0.3078675339306542,"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."}}