{"id":"W4386320791","doi":"10.2139/ssrn.4549188","title":"Refining TNM Classification for HPV-Mediated Oropharyngeal Carcinoma by the International Collaboration of Oropharyngeal Cancer Network (ICON-N-HPV ): A Multi-Center Cohort Study","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Oncology; Center (category theory); Icon; Medicine; Internal medicine; Cancer; Cohort; Human papillomavirus; Computer science","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":[0.003454871,0.001038363,0.0009253765,0.001164144,0.001369671,0.001838703,0.001405094,0.001360217,0.002909367],"category_scores_gemma":[0.005414493,0.001014596,0.001789628,0.002274409,0.0004556941,0.001543308,0.001570742,0.001595407,0.0007894927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008683053,"about_ca_system_score_gemma":0.001137104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02809524,"about_ca_topic_score_gemma":0.03064747,"domain_scores_codex":[0.9981857,0.0005862634,0.0001129712,0.0006482758,0.0001645541,0.0003022489],"domain_scores_gemma":[0.9978178,0.0003162565,0.0005611609,0.0006668136,0.0003489766,0.0002889462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005179055,0.00007878637,0.9967875,0.00001143506,0.0004554153,0.00004406821,0.0001721673,0.00006285076,0.0002269739,0.0000640067,0.0006547726,0.0009240918],"study_design_scores_gemma":[0.00007025579,0.0001678988,0.9975284,0.00001850419,0.0004481259,0.000129306,0.0006032307,0.0003591334,0.00007257677,0.00009277789,0.0004942714,0.00001538259],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961177,0.0003156234,0.0003941901,0.00006254749,0.00004566651,0.00004137695,0.002539507,0.000007649032,0.00047553],"genre_scores_gemma":[0.9961897,0.0001694682,0.0004878227,0.00005084807,0.00003043107,0.00005237718,0.00241283,0.00002585406,0.0005806697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02809524,"threshold_uncertainty_score":0.05586344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05237233438196315,"score_gpt":0.3482384167456222,"score_spread":0.295866082363659,"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."}}