{"id":"W4293148110","doi":"10.1055/s-0042-1746471","title":"PET/CT radiomics potentially improves progression-free survival (PFS) and overall survival (OS) prognostication beyond UICC TNM staging in oropharyngeal squamous cell carcinoma (OPSCC) patients","year":2022,"lang":"en","type":"article","venue":"Laryngo-Rhino-Otologie","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Radiomics; Medicine; Stage (stratigraphy); Radiology; Overall survival; Progression-free survival; Head and neck squamous-cell carcinoma; Oncology; PET-CT; Internal medicine; Nuclear medicine; Head and neck cancer; Radiation therapy; Positron emission tomography","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":[0.0008443386,0.0005305998,0.0004840086,0.000910338,0.0001987091,0.0008091882,0.0002540241,0.0003974951,0.001350367],"category_scores_gemma":[0.002383188,0.0001289317,0.0004933301,0.0004498262,0.0003157832,0.0004386153,0.0003976731,0.0003600766,0.0003814452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003663029,"about_ca_system_score_gemma":0.0003036402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009937595,"about_ca_topic_score_gemma":0.001854726,"domain_scores_codex":[0.9996461,0.0001345841,0.00003043565,0.00007749412,0.00006922456,0.00004217893],"domain_scores_gemma":[0.9995622,0.0001614811,0.0001014694,0.00004767068,0.0000867706,0.0000403607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002922314,0.0005255079,0.4945835,0.0007023889,0.0002852498,0.000521047,0.0001245377,0.01167817,0.06388128,0.0006614061,0.003159242,0.4209554],"study_design_scores_gemma":[0.0001376407,0.004684628,0.8517892,0.000191786,0.001083719,0.002766497,0.0002308174,0.05651807,0.06406893,0.002006858,0.01642429,0.00009753021],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9628535,0.01636751,0.01194186,0.0006647116,0.0001600272,0.0001895474,0.001322783,0.0006184105,0.005881599],"genre_scores_gemma":[0.9939182,0.001029492,0.00392089,0.0001006221,0.00006627036,0.00003983066,0.0004070771,0.00002574851,0.000491824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001350367,"threshold_uncertainty_score":0.004517436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01021151053313887,"score_gpt":0.2620116976425053,"score_spread":0.2518001871093665,"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."}}