{"id":"W2994867938","doi":"10.1002/cncr.32654","title":"National treatment trends in human papillomavirus–positive oropharyngeal squamous cell carcinoma","year":2019,"lang":"en","type":"article","venue":"Cancer","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Quartile; Incidence (geometry); Cancer; Internal medicine; Human papillomavirus; Adjuvant therapy; Surgery; Oncology; Confidence interval","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000396557,0.0001508833,0.0003450558,0.000140251,0.00005134892,0.000005703421,0.00003836063,0.00005495796,0.001520773],"category_scores_gemma":[0.000002465964,0.0001205514,0.00008043453,0.0001875709,0.00003477343,0.00004562939,0.00001814947,0.0000914939,0.00006845925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009875975,"about_ca_system_score_gemma":0.0001783777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001141198,"about_ca_topic_score_gemma":0.0005847492,"domain_scores_codex":[0.9990962,0.00001926186,0.0001626525,0.0002734279,0.0002106029,0.000237924],"domain_scores_gemma":[0.99967,0.00002605585,0.00003727878,0.0001187878,0.00006941107,0.00007848399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008009358,0.001031197,0.8698487,0.0001659543,0.000107001,0.0002691983,0.005580641,0.00007091542,0.05691904,0.0004522467,0.01624645,0.04850773],"study_design_scores_gemma":[0.007679698,0.001567512,0.9524541,0.00005557412,0.00005944623,0.000006064876,0.0001393993,0.00006733153,0.02211686,0.0000213024,0.01562568,0.0002070425],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8944075,0.002870191,2.065019e-7,0.0005002175,0.0002018502,0.0001907631,0.00005684193,0.00002044066,0.1017519],"genre_scores_gemma":[0.9778805,0.00008116672,0.00001349186,0.0005652881,0.000268141,0.000120061,0.00004362451,0.0000188249,0.02100884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08347302,"threshold_uncertainty_score":0.999392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02987478916255473,"score_gpt":0.331100991330158,"score_spread":0.3012262021676033,"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."}}