{"id":"W7161944641","doi":"10.82308/8445","title":"Human Papillomavirus DNA testing with cytology triage in cervical screening: Influence of revealed versus concealed Human Papillomavirus Status","year":2011,"lang":"en","type":"dissertation","venue":"","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Human papillomavirus; Cervical cancer; Triage; Cytology; Papanicolaou stain; Papanicolaou Test","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01835914,0.0003947857,0.0007954168,0.0003830916,0.0004099431,0.001387556,0.0008947481,0.0009130965,0.002307122],"category_scores_gemma":[0.07283127,0.0003017785,0.001326096,0.0005017969,0.00081142,0.001213612,0.001040105,0.0009809943,0.0002347465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008381738,"about_ca_system_score_gemma":0.002513751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003576102,"about_ca_topic_score_gemma":0.003472193,"domain_scores_codex":[0.9808728,0.01387694,0.0007983158,0.002123435,0.001760166,0.0005684738],"domain_scores_gemma":[0.9232986,0.06525463,0.006140296,0.001857888,0.001705045,0.001743506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.08020416,0.001518034,0.8501637,0.0008574834,0.002629519,0.0001144143,0.001491379,0.00190323,0.00345482,0.000246905,0.0003492573,0.057067],"study_design_scores_gemma":[0.001046823,0.070266,0.9050727,0.0003035225,0.00298019,0.000253113,0.001063835,0.01171364,0.004715127,0.0004980591,0.002036009,0.0000509065],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947464,0.001997499,0.002060055,0.0001554918,0.0001073941,0.0002645671,0.0001143252,0.00001795256,0.0005363785],"genre_scores_gemma":[0.9966871,0.0002674968,0.002032344,0.00006249218,0.0000300962,0.0002278993,0.00008321414,0.00001059356,0.0005987529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01835914,"threshold_uncertainty_score":0.09709358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1053211306679196,"score_gpt":0.3914138019496092,"score_spread":0.2860926712816896,"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."}}