{"id":"W2045950883","doi":"10.1016/j.vaccine.2006.05.122","title":"Chapter 10: New dimensions in cervical cancer screening","year":2006,"lang":"en","type":"review","venue":"Vaccine","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":140,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Cytology; Cervical cancer; Papillomaviridae; Medicine; Triage; Gynecology; Cervical intraepithelial neoplasia; Oncology; Cancer; Internal medicine; Pathology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001654721,0.0003833502,0.001849588,0.0004563925,0.00004556997,0.00002098433,0.0001875617,0.0003316566,0.04474833],"category_scores_gemma":[0.00004740975,0.0002737656,0.0004120802,0.0006649109,0.000008773899,0.00003812535,0.0001891743,0.000923572,0.0003368862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002188811,"about_ca_system_score_gemma":0.0004673689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003825437,"about_ca_topic_score_gemma":0.002035876,"domain_scores_codex":[0.9978107,0.00004542408,0.0006417674,0.0005402826,0.0004261107,0.0005357423],"domain_scores_gemma":[0.9988334,0.0001243024,0.00009457168,0.000478911,0.00006928999,0.0003995708],"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":[0.00007296554,0.00005512233,0.0002184883,0.004369307,0.00006751612,0.0001026519,0.00000584337,0.000001197882,1.739503e-7,0.0001273165,0.01298589,0.9819936],"study_design_scores_gemma":[0.001436731,0.00009990958,0.002990643,0.004794815,0.0004541822,0.0000359367,0.000001336138,0.00002607649,5.68044e-7,0.00003249434,0.9898764,0.0002508828],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003384758,0.9854435,0.00002540113,0.001070851,0.0001045494,0.0007908685,0.00002860173,0.00005191896,0.01248091],"genre_scores_gemma":[0.0000354809,0.9823995,0.0001501263,0.000243909,0.001353493,0.00009049771,0.0001917169,0.0000865292,0.01544871],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9817426,"threshold_uncertainty_score":0.9999714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.120415081027021,"score_gpt":0.4251125625996269,"score_spread":0.3046974815726059,"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."}}