{"id":"W4223508141","doi":"10.3390/cancers14081923","title":"An Exploratory Study of Refining TNM-8 M1 Categories and Prognostic Subgroups Using Plasma EBV DNA for Previously Untreated De Novo Metastatic Nasopharyngeal Carcinoma","year":2022,"lang":"en","type":"article","venue":"Cancers","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"Queen Mary University of London","keywords":"Medicine; Oncology; Concordance; Internal medicine; Nasopharyngeal carcinoma; Cohort; Stage (stratigraphy); Recursive partitioning; Radiation therapy; Biology","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":[0.005558239,0.000943013,0.0004737066,0.0008409299,0.000460798,0.0006713776,0.001228551,0.0005169691,0.0007879122],"category_scores_gemma":[0.007809822,0.0003573106,0.001097502,0.0004848223,0.0003534238,0.0006524468,0.001042342,0.0007027572,0.0003019111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006186824,"about_ca_system_score_gemma":0.001058101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003558427,"about_ca_topic_score_gemma":0.005315444,"domain_scores_codex":[0.9985934,0.0008920206,0.00005579389,0.000238737,0.000116156,0.000103795],"domain_scores_gemma":[0.9971227,0.001890922,0.0002759463,0.0003274675,0.0001606262,0.0002224439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001747211,0.0002754896,0.9859299,0.00002389935,0.0001781709,0.000128641,0.0003323686,0.001131361,0.001691182,0.00005253109,0.0001248477,0.008384404],"study_design_scores_gemma":[0.00016953,0.003675881,0.9438154,0.00001467597,0.000382091,0.0006915581,0.0006167583,0.04720507,0.002335321,0.0003163293,0.0007455282,0.00003179205],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990255,0.00003723034,0.0007164325,0.0000143207,0.000001815252,0.00003191697,0.000100067,0.00000943895,0.00006338894],"genre_scores_gemma":[0.9979908,0.00001244119,0.001490619,0.0000108538,0.000006292876,0.00002613521,0.0003848076,0.00000675913,0.00007128999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005558239,"threshold_uncertainty_score":0.0293951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06027870322396651,"score_gpt":0.3197735929013756,"score_spread":0.2594948896774091,"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."}}