{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005339389,0.0001681704,0.0003786872,0.0006371017,0.001166068,0.000689062,0.0003201078,0.006168401,0.005592322],"category_scores_gemma":[0.005725532,0.0001714718,0.000392337,0.000780723,0.0005690739,0.0007070906,0.0003231785,0.003301324,0.001623115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001204157,"about_ca_system_score_gemma":0.001067632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004822759,"about_ca_topic_score_gemma":0.007077102,"domain_scores_codex":[0.9994992,0.0001587531,0.00004278717,0.00006150152,0.0001429124,0.00009486062],"domain_scores_gemma":[0.9989871,0.0004959981,0.0001122484,0.00005170748,0.000173615,0.0001791873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0005606306,0.0002837934,0.2557305,0.0002876389,0.00008354108,0.0527253,0.0005937422,0.0004397939,0.0009560256,0.009034982,0.5565149,0.1227892],"study_design_scores_gemma":[0.0004394557,0.0004946966,0.2265182,0.002088284,0.0002102753,0.1451128,0.001951181,0.002094288,0.0008452679,0.02461561,0.5955322,0.00009772591],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0910628,0.04934552,0.0001829222,0.7586158,0.007218535,0.00003542171,0.0004442262,0.00006179523,0.09303308],"genre_scores_gemma":[0.691952,0.03897768,0.0002777222,0.2111251,0.03104987,0.00007012404,0.0004372835,0.00002983738,0.02608037],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.006168401,"threshold_uncertainty_score":0.01870817,"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."}}