{"id":"W2887592205","doi":"10.1001/jamanetworkopen.2018.1415","title":"Human Papillomavirus Status and Esophageal Adenocarcinoma","year":2018,"lang":"en","type":"letter","venue":"JAMA Network Open","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Esophageal adenocarcinoma; Bin; Human papillomavirus; Medicine; Adenocarcinoma; Traditional medicine; Internal medicine; Mathematics; Cancer; Algorithm","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004866729,0.0005530737,0.00103473,0.0001231939,0.0004088703,0.0005992328,0.0005791304,0.0008389528,0.002076769],"category_scores_gemma":[0.00003705416,0.0004488534,0.0001543187,0.0002484859,0.0003224259,0.0002228632,0.001037791,0.002183085,0.0003972557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003718726,"about_ca_system_score_gemma":0.0004001602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001570003,"about_ca_topic_score_gemma":0.0001090599,"domain_scores_codex":[0.9961035,0.0002794228,0.0004489972,0.0009854465,0.000742094,0.001440531],"domain_scores_gemma":[0.9979635,0.0001210566,0.0002159642,0.0009994085,0.0001631537,0.0005368821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003287197,0.00004556456,0.09585761,0.0002179199,0.0005197584,0.009455874,0.00007525503,3.259878e-7,8.276708e-7,0.0000583976,0.8900394,0.003400354],"study_design_scores_gemma":[0.004738065,0.002380402,0.3391414,0.0006326161,0.0003505009,0.0001851044,0.000009758221,0.000007040738,0.00002170498,0.001007487,0.6511472,0.0003787246],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04602047,0.1373543,0.000005148504,0.7386579,0.0008527155,0.008586562,0.0003980866,0.0002609116,0.06786387],"genre_scores_gemma":[0.1206347,0.001497119,0.001117485,0.7590468,0.04129437,0.0006439374,0.002481979,0.0002996757,0.07298394],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2432838,"threshold_uncertainty_score":0.9997963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04216441342511403,"score_gpt":0.3435306839160439,"score_spread":0.3013662704909299,"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."}}