{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001837984,0.00008632426,0.0001416968,0.00006574447,0.0002498575,0.000008373087,0.00009438882,0.00002896794,0.0001860279],"category_scores_gemma":[0.00007165047,0.00006773175,0.00006455142,0.0002461424,0.0000301801,0.00005961821,0.0001618129,0.000126,0.000003774163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001158815,"about_ca_system_score_gemma":0.0001220221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001159648,"about_ca_topic_score_gemma":0.00001952896,"domain_scores_codex":[0.9990583,0.00002595857,0.0002309791,0.0001938537,0.0002813746,0.000209521],"domain_scores_gemma":[0.9995525,0.00003967909,0.00008591744,0.0001916643,0.00005413945,0.00007610284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003556412,0.0005274244,0.7586094,0.0004454231,0.0002667554,8.940839e-7,0.002116387,0.00006144801,0.01026591,0.001074599,0.02929489,0.1969812],"study_design_scores_gemma":[0.0005619659,0.00001645779,0.9477746,0.00001343067,0.00004377278,0.00001240003,0.0003539131,0.00003243368,0.002783066,0.00003802824,0.04829745,0.000072487],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922784,0.001261174,0.00001954006,0.004515274,0.0001492738,0.0007199138,0.00001452216,0.00002844234,0.001013478],"genre_scores_gemma":[0.9958767,0.00003733017,0.0005338243,0.0006727829,0.00003051637,0.001600154,0.00002641615,0.00001293928,0.00120936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1969087,"threshold_uncertainty_score":0.2762021,"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."}}