{"id":"W3128359624","doi":"10.14206/canad.j.clin.nutr.2021.01.07","title":"Molecular Biology of Human Papillomavirus, Cervical Carcinoma and its Management","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Clinical Nutrition","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Human papillomavirus; Cervical carcinoma; Biology; Carcinoma; Virology; Cervical cancer; Medicine; Internal medicine; Genetics; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004592964,0.00007124375,0.0004558376,0.000163914,0.00004327599,0.00001109606,0.00007905916,0.0001407728,0.001019707],"category_scores_gemma":[0.0002569706,0.00006485831,0.0001937706,0.0001690503,0.0001328213,0.00003425637,0.00002225133,0.000368314,0.000003343541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005031213,"about_ca_system_score_gemma":0.0004441451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002067034,"about_ca_topic_score_gemma":0.001053129,"domain_scores_codex":[0.9986093,0.0001451916,0.0007260637,0.0001460069,0.0001715713,0.0002018405],"domain_scores_gemma":[0.998206,0.00008978424,0.0001229892,0.0001249796,0.0005936347,0.0008625786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00248957,0.002347184,0.5116913,0.006434837,0.001409641,0.02603415,0.0002188661,0.000002445232,0.04445545,0.1177708,0.008725727,0.27842],"study_design_scores_gemma":[0.01221733,0.002866855,0.9191337,0.0003949416,0.0003528659,0.0005384082,0.0002240134,0.00003616657,0.01750749,0.01306808,0.03347323,0.000186928],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806115,0.009275227,0.0000470441,0.004104585,0.0001498443,0.0001398684,0.0000205188,0.000001974286,0.00564941],"genre_scores_gemma":[0.9977803,0.0008736753,0.0002783716,0.0006902682,0.0002931014,0.000002237828,0.00001660456,0.000008821721,0.00005658056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4074423,"threshold_uncertainty_score":0.9998935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08867866148666124,"score_gpt":0.4361853158849012,"score_spread":0.34750665439824,"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."}}