{"id":"W2985613304","doi":"10.3390/jcm8111896","title":"Comprehensive Genomic Review of TCGA Head and Neck Squamous Cell Carcinomas (HNSCC)","year":2019,"lang":"en","type":"article","venue":"Journal of Clinical Medicine","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Research Foundation","funders":"","keywords":"Medicine; Head and neck; Head and neck squamous-cell carcinoma; Oncology; Internal medicine; Cancer research; Head and neck cancer; Radiation therapy; Surgery","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":[0.001216809,0.0001743448,0.00251334,0.00009850366,0.00002213344,0.000001556587,0.0001149751,0.0001036976,0.0003407645],"category_scores_gemma":[0.001172253,0.0001056229,0.0002815514,0.0001418102,0.0002795023,0.0000448825,0.00005889119,0.0006293415,0.00001874119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003139058,"about_ca_system_score_gemma":0.0002553306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003073086,"about_ca_topic_score_gemma":0.000001711657,"domain_scores_codex":[0.9967131,0.0001401255,0.002260798,0.0001916931,0.0004945707,0.0001997243],"domain_scores_gemma":[0.9964251,0.001235838,0.001050055,0.0002778472,0.0006445114,0.0003666588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003351585,0.0008137095,0.8208765,0.03770217,0.0004266039,0.0004841739,0.0007755063,0.000001843219,0.007379737,0.00004927138,0.08814867,0.03999024],"study_design_scores_gemma":[0.01651471,0.01561825,0.7583401,0.02417517,0.0007691972,0.0003855186,0.000271072,0.00001579207,0.0001564731,0.00004718667,0.1835704,0.0001361559],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7757388,0.2060043,0.000005272073,0.01102269,0.0008775708,0.0002941826,0.000002132388,0.00000454911,0.006050571],"genre_scores_gemma":[0.8539932,0.1346075,0.0003204265,0.009571035,0.001093337,9.702868e-7,0.000001441723,0.00001652194,0.0003955761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09542171,"threshold_uncertainty_score":0.4307176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09387573136611321,"score_gpt":0.4203745149262381,"score_spread":0.3264987835601249,"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."}}