{"id":"W4310951056","doi":"10.1002/lary.30497","title":"Quantifying Neck Fibrosis: Establishing the Domain Structure of the Neck Fibrosis Scale","year":2022,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Exploratory factor analysis; Head and neck cancer; Medicine; Correlation; Physical therapy; Radiology; Radiation therapy; Psychometrics; Clinical psychology; Mathematics; Geometry","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":[],"consensus_categories":[],"category_scores_codex":[0.000477163,0.0002116471,0.000333804,0.0000511772,0.001127014,0.00008117864,0.0009112165,0.0000689244,0.0008026917],"category_scores_gemma":[0.0001250385,0.0001015254,0.0002386592,0.000831749,0.0002035244,0.0001591305,0.0006143425,0.000794214,0.00001066389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006104392,"about_ca_system_score_gemma":0.0001379705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006780312,"about_ca_topic_score_gemma":0.0003692507,"domain_scores_codex":[0.9979485,0.0003070297,0.000337497,0.0002805495,0.0007232541,0.0004031584],"domain_scores_gemma":[0.9984133,0.0002042853,0.0002011372,0.001068198,0.00005235732,0.00006078538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001484485,0.0005317154,0.1945435,0.0008918074,0.0006758468,0.00002443703,0.04257117,0.002290765,0.5849325,0.003537691,0.1608341,0.007681973],"study_design_scores_gemma":[0.006806459,0.001402258,0.4536237,0.001251901,0.001337297,0.000351016,0.06758056,0.001381184,0.08131609,0.006766494,0.3771032,0.00107987],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771682,0.001708617,0.00001251707,0.01796979,0.0003926194,0.0007386471,0.00008608199,0.00005233284,0.001871167],"genre_scores_gemma":[0.9944499,0.00005522085,0.0005113775,0.003860593,0.0001695209,0.00003307256,0.0000239829,0.00004518474,0.0008511122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5036165,"threshold_uncertainty_score":0.8788912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01539518028927335,"score_gpt":0.2549417522792494,"score_spread":0.239546571989976,"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."}}