{"id":"W2158112449","doi":"10.1016/j.ygyno.2007.01.023","title":"Are self-collected samples comparable to physician-collected cervical specimens for human papillomavirus DNA testing? A systematic review and meta-analysis","year":2007,"lang":"en","type":"review","venue":"Gynecologic Oncology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":301,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hôpital Notre-Dame; Université de Montréal; McGill University","funders":"","keywords":"Medicine; Concordance; Meta-analysis; Confidence interval; Kappa; Sampling (signal processing); Internal medicine; Human papillomavirus; Papillomaviridae; Gynecology; Cervical cancer; Oncology; Cancer","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","metaepi_broad","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002407356,0.001113067,0.02524525,0.001192127,0.0005333871,0.00007666105,0.0006543618,0.001011446,0.004733841],"category_scores_gemma":[0.004895287,0.0007341367,0.00332339,0.006298379,0.0001944307,0.00003877418,0.0003825118,0.001068013,0.0001691841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001978128,"about_ca_system_score_gemma":0.001039722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009523711,"about_ca_topic_score_gemma":0.002074445,"domain_scores_codex":[0.9920695,0.001511449,0.002731482,0.001623575,0.000664003,0.001399992],"domain_scores_gemma":[0.9850699,0.009821375,0.001727163,0.001196168,0.001394331,0.0007911095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00006335857,0.001119934,0.00001337832,0.8573155,0.1271596,0.0002284425,0.00003956119,5.969305e-7,0.00000135194,0.0001102812,0.007741618,0.0062064],"study_design_scores_gemma":[0.0007753159,0.001994064,0.0006214614,0.003571479,0.6448432,0.00007277707,0.00002795394,0.000005876654,7.24985e-7,0.00008418095,0.3474549,0.0005481069],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001021415,0.9687887,0.00005058966,0.0005079367,0.00006554001,0.02029973,0.0004181381,0.0002674042,0.009591709],"genre_scores_gemma":[0.0000533259,0.9686014,0.004248977,0.01031315,0.0002526848,0.0118236,0.0004846968,0.0001401696,0.004081991],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.853744,"threshold_uncertainty_score":0.9995109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4018843549855309,"score_gpt":0.4913714512416517,"score_spread":0.08948709625612078,"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."}}