{"id":"W4411471370","doi":"10.3390/cancers17132072","title":"Screening for Cervical Cancer: A Comprehensive Review of Guidelines","year":2025,"lang":"en","type":"review","venue":"Cancers","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cervical cancer; Medicine; Cancer; Medical physics; Intensive care medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002694184,0.0004081958,0.003813758,0.0002374655,0.00005867548,0.000009032479,0.0003426152,0.0002677394,0.002349823],"category_scores_gemma":[0.0006157733,0.0003106218,0.001374683,0.0008504576,0.0001357309,0.00002496474,0.0001446101,0.000464574,0.000004807522],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001363329,"about_ca_system_score_gemma":0.009086017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006006397,"about_ca_topic_score_gemma":0.0000437345,"domain_scores_codex":[0.9972429,0.00007650784,0.001194998,0.0005562415,0.0004955191,0.0004338174],"domain_scores_gemma":[0.9965115,0.0005408459,0.0003479638,0.0005684085,0.001790987,0.0002402837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004072397,0.000003321424,7.503438e-7,0.4363604,0.0002220659,0.000002268259,0.000002525785,0.0000010061,4.263664e-8,0.00002140511,0.05696882,0.5063767],"study_design_scores_gemma":[0.0004607087,0.00008737823,0.000002702592,0.3232685,0.002102422,0.000005736672,0.000008280879,0.0000223082,0.000001185864,0.000006396723,0.6738757,0.0001586402],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[2.402249e-8,0.9908912,0.0002543106,0.0007664131,0.0003555018,0.003548579,0.0007715778,0.00003586302,0.003376574],"genre_scores_gemma":[6.809122e-8,0.9906774,0.001185905,0.003514111,0.0007823195,0.001861708,0.0003730447,0.00005541246,0.001549989],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6169069,"threshold_uncertainty_score":0.9999346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3002119228403782,"score_gpt":0.5354020449557957,"score_spread":0.2351901221154175,"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."}}