{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001189265,0.0002222408,0.0003402442,0.001622087,0.0004729737,0.0007342303,0.0003706116,0.0003795672,0.002638649],"category_scores_gemma":[0.00293575,0.000194031,0.0003973998,0.002351817,0.0004346841,0.0006809647,0.0004124824,0.0005001518,0.0002605014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006385634,"about_ca_system_score_gemma":0.001014046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0232046,"about_ca_topic_score_gemma":0.02877663,"domain_scores_codex":[0.999567,0.0001916829,0.00003731263,0.00003445715,0.00008749353,0.00008211539],"domain_scores_gemma":[0.9991177,0.0003761134,0.0001863275,0.00006675212,0.0001113001,0.0001418898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000980256,0.0001325264,0.9894394,0.0000722924,0.00009922248,0.0002649645,0.0002915883,0.00007325626,0.0004317302,0.0001263107,0.0001560984,0.007932382],"study_design_scores_gemma":[0.00001953726,0.0003577355,0.9962994,0.0000316194,0.0000944315,0.0005969239,0.000766948,0.00008369654,0.0002998189,0.00007358801,0.001370856,0.000005389298],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859605,0.01047116,0.00003072229,0.0001215053,0.00002463197,0.00001080188,0.0002588388,0.000002546899,0.003119145],"genre_scores_gemma":[0.9954484,0.003126277,0.00003281407,0.00003052308,0.0000404583,0.00000747856,0.0001699002,0.00000130634,0.001142846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0232046,"threshold_uncertainty_score":0.04613906,"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."}}