{"id":"W3132543689","doi":"10.1002/hed.26657","title":"Novel imaging classification system of nodal disease in human papillomavirus‐mediated oropharyngeal squamous cell carcinoma prognostic of patient outcomes","year":2021,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"","keywords":"Lymph; Medicine; Human papillomavirus; Oncology; Basal cell; Cervical lymph nodes; Disease; Radiology; Internal medicine; Pathology; Cancer; Metastasis","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":[0.00008620159,0.0001835481,0.0006699797,0.000125025,0.0000584108,0.000005467983,0.00006261279,0.00004391627,0.00002078846],"category_scores_gemma":[0.0001424427,0.0001609689,0.0001213196,0.0002958189,0.0000809117,0.00005320712,0.00004869397,0.0001402038,0.000006439212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001724499,"about_ca_system_score_gemma":0.0003394448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000644232,"about_ca_topic_score_gemma":0.0001698333,"domain_scores_codex":[0.9983026,0.00005893983,0.0006744453,0.0003253498,0.0003592956,0.0002793184],"domain_scores_gemma":[0.9989184,0.0001265745,0.0001969034,0.0003420324,0.0002463579,0.0001697706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001579432,0.00090844,0.9077941,0.001972358,0.00001339918,0.0001872378,0.0009875519,0.000004656875,0.08742208,0.0001366782,0.00007627877,0.0003392854],"study_design_scores_gemma":[0.003240443,0.0002501212,0.9832051,0.0005322165,0.000111848,0.000008366615,0.001084405,0.0007165008,0.01057419,0.000002405423,0.0001400267,0.0001343698],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954988,0.001891958,0.000008409501,0.0003956612,0.0001528611,0.0005047785,0.00008102594,0.00003841597,0.001428128],"genre_scores_gemma":[0.9994587,0.00001389329,0.0001330569,0.0001188313,0.00003423284,0.00005644102,0.00009361882,0.00002731199,0.00006389584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0768479,"threshold_uncertainty_score":0.6564121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02572173999805742,"score_gpt":0.2863639393575686,"score_spread":0.2606421993595112,"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."}}