{"id":"W3172457829","doi":"10.1111/odi.13938","title":"Prognostic value and cost benefit of HPV testing for oropharyngeal cancer patients","year":2021,"lang":"en","type":"article","venue":"Oral Diseases","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; Vancouver General Hospital; Occupational Cancer Research Centre; University of British Columbia","funders":"BC Cancer Foundation; Terry Fox Research Institute","keywords":"Oncology; Medicine; Human papillomavirus; Internal medicine; Immunohistochemistry; In situ hybridization; Cancer; Surrogate endpoint; Pathology; Biology; Gene; Gene expression","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008598238,0.0002411063,0.0002180436,0.0007194349,0.0002243528,0.0005593179,0.0003246912,0.0004088088,0.002688508],"category_scores_gemma":[0.01024745,0.00009841975,0.0003866326,0.0007911948,0.0002315694,0.0005149753,0.0003320011,0.0003561197,0.0001886911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007496489,"about_ca_system_score_gemma":0.0005216358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00343135,"about_ca_topic_score_gemma":0.005200411,"domain_scores_codex":[0.9993006,0.0002947965,0.00005495332,0.00007008703,0.0001775709,0.000101948],"domain_scores_gemma":[0.9965508,0.001593323,0.001034336,0.0001195291,0.0003618412,0.0003400944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003380289,0.00003221996,0.9900578,0.00001602189,0.00006835649,0.0001075647,0.00001155119,0.0003610517,0.0000515731,0.00004572297,0.0002380505,0.008672054],"study_design_scores_gemma":[0.00002840683,0.0002196933,0.9946042,0.00003154393,0.0001589982,0.0009298506,0.00009596947,0.00301969,0.0001558029,0.0002200338,0.0005269554,0.000008906423],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958823,0.00139216,0.0001533507,0.0007272773,0.0000219022,0.0000101315,0.0005304792,0.000007082928,0.001275407],"genre_scores_gemma":[0.9994511,0.0001213899,0.00006772537,0.00002398723,0.00002509294,0.00000317984,0.0002224024,0.000001356722,0.00008372805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00343135,"threshold_uncertainty_score":0.008993924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04105190984480857,"score_gpt":0.3269146994798662,"score_spread":0.2858627896350577,"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."}}