{"id":"W4292246884","doi":"10.3390/jcm11164825","title":"HPV-Positive and -Negative Cervical Cancers Are Immunologically Distinct","year":2022,"lang":"en","type":"article","venue":"Journal of Clinical Medicine","topic":"Reproductive System and Pregnancy","field":"Immunology and Microbiology","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lawson Health Research Institute; Western University","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Immune system; Human papillomavirus; HPV infection; Disease; Phenotype; Immunology; Cancer research; Cervical cancer; Internal medicine; Biology; Gene; Cancer; Genetics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002729354,0.000155828,0.001018493,0.00008759538,0.0002421519,0.00000544564,0.0002792308,0.0001369845,0.002189509],"category_scores_gemma":[0.003762279,0.00009697888,0.0001719758,0.0001578505,0.0008514075,0.0000926038,0.0001819554,0.001324132,0.0000151699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007532118,"about_ca_system_score_gemma":0.0001491102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000757512,"about_ca_topic_score_gemma":0.000006399729,"domain_scores_codex":[0.9962991,0.001671574,0.001390203,0.0002875754,0.000133715,0.0002177631],"domain_scores_gemma":[0.9958061,0.002230827,0.001394089,0.0002010838,0.0002995463,0.00006834327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008744445,0.001020895,0.6437736,0.0001311401,0.003482,0.001087219,0.004753699,0.00002843508,0.01090259,0.001987613,0.03423733,0.289851],"study_design_scores_gemma":[0.004819872,0.006163035,0.9416583,0.0002579933,0.0001678764,0.001280115,0.002887417,6.500138e-7,0.0002344502,0.001324713,0.04106272,0.0001428337],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8865905,0.07657162,0.0002942019,0.01687189,0.008675909,0.0004258532,0.000074961,0.00002662586,0.0104684],"genre_scores_gemma":[0.9969243,0.0005751226,0.00004972417,0.0006126349,0.0005342937,0.000008395174,0.000006476449,0.000009595124,0.001279397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2978847,"threshold_uncertainty_score":0.9987226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04636677361079827,"score_gpt":0.3567519182702528,"score_spread":0.3103851446594545,"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."}}