{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00185594,0.001397678,0.003041176,0.004982066,0.0004784144,0.00216868,0.001067565,0.002447926,0.007902856],"category_scores_gemma":[0.003399511,0.0005649118,0.001038795,0.00574374,0.000995147,0.003616816,0.001483875,0.002687592,0.002820221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001807258,"about_ca_system_score_gemma":0.003638655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002823947,"about_ca_topic_score_gemma":0.007636577,"domain_scores_codex":[0.9992238,0.0002296375,0.00013669,0.00008758135,0.0002671156,0.00005519137],"domain_scores_gemma":[0.998498,0.0009513863,0.0001665664,0.00003758097,0.0002722037,0.0000742863],"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":[0.00007499353,0.0000758606,0.0001717769,0.03866832,0.0001572165,0.0001902536,0.0001023229,0.0002613755,0.0007263034,0.003494668,0.1017625,0.8543143],"study_design_scores_gemma":[0.00003004919,0.0000917592,0.0006585508,0.01721308,0.0002451263,0.0007808873,0.0001020814,0.00006041545,0.0001674784,0.001538041,0.979095,0.0000174273],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002257504,0.997943,0.00006880754,0.000543709,0.0007769277,0.000006116528,0.00001133673,0.000004535614,0.0006231378],"genre_scores_gemma":[0.0002146848,0.9976302,0.0001752305,0.0007045356,0.0006055207,0.000009244462,0.0000184599,0.00000158014,0.0006404979],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007902856,"threshold_uncertainty_score":0.0264377,"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."}}