{"id":"W3179973505","doi":"10.1093/jjco/hyab109","title":"Emerging technologies for cervical cancer screening","year":2021,"lang":"en","type":"article","venue":"Japanese Journal of Clinical Oncology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Centre for Applied Research in Cancer Control; National Cancer Center","keywords":"Medicine; Cervical cancer; Colposcopy; Cytology; Cervical intraepithelial neoplasia; Oncology; DNA methylation; Gynecology; Triage; Cervix; Cancer; Obstetrics; Internal medicine; Pathology; Biology; Genetics; Gene","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001692566,0.0009209763,0.001051979,0.003025795,0.0008852986,0.002288072,0.001595907,0.002063842,0.01733265],"category_scores_gemma":[0.002749553,0.0004488985,0.001045509,0.002416821,0.0007976183,0.002146659,0.00201767,0.00208993,0.01163524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001379648,"about_ca_system_score_gemma":0.001740453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001692182,"about_ca_topic_score_gemma":0.001459009,"domain_scores_codex":[0.9980035,0.0003256027,0.0000824826,0.0003360298,0.001104088,0.0001483799],"domain_scores_gemma":[0.9987726,0.0002593429,0.00009356515,0.0001529769,0.0006350585,0.00008644957],"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":[0.0001973092,0.0001376007,0.002486435,0.003756024,0.0001064617,0.000638166,0.0002594536,0.001061424,0.03970824,0.05225697,0.05604536,0.8433467],"study_design_scores_gemma":[0.0000326266,0.0003615625,0.001831286,0.001051404,0.0001564266,0.002095896,0.0002299327,0.003530973,0.02365575,0.02287674,0.9440939,0.00008342125],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01359418,0.5768728,0.1897111,0.01392731,0.008415386,0.001008434,0.00257779,0.003782479,0.1901104],"genre_scores_gemma":[0.1435833,0.4847104,0.2609216,0.01077506,0.004856471,0.001648391,0.003942475,0.0005363842,0.08902589],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01733265,"threshold_uncertainty_score":0.05798346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1963519513690218,"score_gpt":0.5452810109716032,"score_spread":0.3489290596025814,"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."}}