{"id":"W3141939357","doi":"10.1007/s12105-021-01317-5","title":"RB1, p16, and Human Papillomavirus in Oropharyngeal Squamous Cell Carcinoma","year":2021,"lang":"en","type":"article","venue":"Head and Neck Pathology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Immunohistochemistry; In situ hybridization; Fluorescence in situ hybridization; Pathology; Medicine; Oncology; Biology; Gene; Gene expression","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":[0.0001002891,0.000164537,0.0005622267,0.00008064624,0.0001204554,0.00001046833,0.00002724288,0.0001343742,0.00007361192],"category_scores_gemma":[0.00003016014,0.000147156,0.00003782037,0.0001205418,0.0001434079,0.00003484401,0.00009727176,0.0002320249,0.00001066185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002757613,"about_ca_system_score_gemma":0.00006753965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001794047,"about_ca_topic_score_gemma":0.0007427331,"domain_scores_codex":[0.9988415,0.00008042141,0.0002371825,0.0004144186,0.00008436074,0.0003420721],"domain_scores_gemma":[0.9995387,0.00005588479,0.00003135328,0.0001880725,0.00004247489,0.0001435584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001548712,0.0002989247,0.8799321,0.0003330497,0.000006512191,0.01029966,0.001658749,9.396474e-8,0.1009762,0.0005313782,0.0008866588,0.00492176],"study_design_scores_gemma":[0.00488711,0.001201884,0.978711,0.0000516134,0.00003917721,0.001154504,0.0003608787,0.000008409447,0.006619607,0.0001349287,0.006659826,0.0001710282],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9716871,0.01572864,8.343293e-7,0.0009060366,0.000103368,0.0001370374,0.000009657913,0.00002719655,0.01140015],"genre_scores_gemma":[0.9965352,0.0006638952,0.0001499366,0.001389903,0.0001233523,0.0000210407,0.00001453263,0.00001851746,0.001083634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0987789,"threshold_uncertainty_score":0.6000849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02456166054433813,"score_gpt":0.2968748441921169,"score_spread":0.2723131836477788,"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."}}