{"id":"W3205320956","doi":"10.1002/lary.29897","title":"Quantifying Neck Fibrosis and Its Functional Implications: Development of the Neck Fibrosis Scale.","year":2022,"lang":"en","type":"article","venue":"PubMed","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Toronto Rehabilitation Institute; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Fibrosis; Radiation therapy; Field (mathematics); Larynx; Head and neck cancer","routes":{"ca_aff":true,"ca_fund":true,"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":[0.006896287,0.0003874475,0.0003529033,0.001452593,0.0002366163,0.0004107634,0.000474051,0.0004860837,0.0009632211],"category_scores_gemma":[0.01412348,0.0001500107,0.0006493302,0.0007486238,0.0004524694,0.0008829962,0.001043468,0.0007163511,0.0002097971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004976606,"about_ca_system_score_gemma":0.001530175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001118179,"about_ca_topic_score_gemma":0.002912781,"domain_scores_codex":[0.9972579,0.00100098,0.0005480414,0.0001234092,0.0009862693,0.00008336915],"domain_scores_gemma":[0.994803,0.00178496,0.001383614,0.000155869,0.001611084,0.0002615348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004042545,0.0007585185,0.6664894,0.001248122,0.0002600515,0.0002647671,0.001760867,0.001344818,0.004837637,0.0008284139,0.005316478,0.3164866],"study_design_scores_gemma":[0.00010609,0.001749921,0.9827012,0.000551016,0.0001202461,0.0009035708,0.001070799,0.002185862,0.001377194,0.0005822974,0.008604622,0.00004722728],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9445041,0.005097703,0.02697842,0.001557343,0.000239348,0.008260241,0.004346623,0.0001418466,0.008874325],"genre_scores_gemma":[0.9041359,0.001484004,0.08497858,0.0003311199,0.0000521505,0.005388612,0.002485892,0.0000141222,0.001129576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006896287,"threshold_uncertainty_score":0.03647149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0600288705231293,"score_gpt":0.2542943225138414,"score_spread":0.1942654519907121,"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."}}