{"id":"W2139430566","doi":"10.1093/aje/kwp392","title":"Invited Commentary: Human Papillomavirus Infection and Risk of Cervical Precancer--Using the Right Methods to Answer the Right Questions","year":2009,"lang":"en","type":"letter","venue":"American Journal of Epidemiology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Cancer Institute; Canadian Institutes of Health Research","keywords":"Cervical cancer; Human papillomavirus; Medicine; Epidemiology; HPV infection; Association (psychology); Cancer; Demography; Pathology; Psychology; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004842327,0.001017632,0.001935323,0.0008732529,0.003054866,0.002112113,0.003051654,0.04520094,0.005907486],"category_scores_gemma":[0.03047378,0.0007208944,0.001430908,0.000943688,0.002140097,0.003107283,0.0008380585,0.03207915,0.00601105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003980521,"about_ca_system_score_gemma":0.003468882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007728024,"about_ca_topic_score_gemma":0.009066512,"domain_scores_codex":[0.9960753,0.001500823,0.0004075064,0.0005273024,0.001180261,0.0003086773],"domain_scores_gemma":[0.9861464,0.008258083,0.0007693424,0.0003073382,0.003248066,0.001270747],"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":[0.0000474897,0.00001358325,0.0001969409,0.00004500554,0.000008627542,0.0004494425,0.00005566322,0.00001843828,0.00006002539,0.0003580766,0.9965739,0.002172675],"study_design_scores_gemma":[0.000313144,0.000146856,0.003054081,0.0009312999,0.0001124613,0.003891892,0.0006176432,0.0006234713,0.000476381,0.007436925,0.9822741,0.0001217061],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001958227,0.00102091,0.00004832192,0.9592165,0.03851093,0.00001221262,0.00007487916,0.00001872075,0.0009016501],"genre_scores_gemma":[0.00197229,0.0009473479,0.0001270865,0.929787,0.06389568,0.0000301141,0.00003300562,0.000017523,0.003189906],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04520094,"threshold_uncertainty_score":0.02888083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06346317394239795,"score_gpt":0.4544340083184396,"score_spread":0.3909708343760416,"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."}}