{"id":"W1937988116","doi":"10.5858/2004-128-1257-chptoc","title":"Combining human papillomavirus testing or cervicography with cytology to detect cervical neoplasia.","year":2004,"lang":"en","type":"article","venue":"PubMed","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Colposcopy; Cervical intraepithelial neoplasia; Cytology; Medicine; Gynecology; Biopsy; Context (archaeology); Cervical cancer; Papillomaviridae; Human papillomavirus; Koilocyte; Obstetrics; Pathology; Cancer; Internal medicine; Biology","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":[0.003565344,0.0006816019,0.000563728,0.00116143,0.0002035224,0.0004544171,0.0004685775,0.0009546921,0.001581703],"category_scores_gemma":[0.01399559,0.0002977801,0.0005904906,0.0009212681,0.0005729066,0.0005058713,0.0005267921,0.000458821,0.000383674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003335626,"about_ca_system_score_gemma":0.0006528053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001493727,"about_ca_topic_score_gemma":0.003234691,"domain_scores_codex":[0.9962645,0.002322567,0.0001865279,0.000438075,0.0006672547,0.0001210354],"domain_scores_gemma":[0.9943487,0.00310599,0.001382185,0.0003506741,0.000469512,0.0003428486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001424514,0.0003981217,0.9077963,0.0007278275,0.0005889747,0.0003357398,0.00005677415,0.0006146807,0.002650792,0.00003695629,0.0004111582,0.08495817],"study_design_scores_gemma":[0.0003230471,0.01505024,0.9545558,0.0007039318,0.002106419,0.009457941,0.0001607094,0.002993274,0.009019642,0.00025338,0.00532913,0.00004658783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9569557,0.03259947,0.003640051,0.0009192158,0.0002368427,0.000372785,0.0004243779,0.0001075312,0.004743965],"genre_scores_gemma":[0.9870912,0.005616061,0.006011233,0.0004049895,0.000212363,0.00005862163,0.0002066697,0.000006162109,0.0003927114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003565344,"threshold_uncertainty_score":0.01885557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07583769551204865,"score_gpt":0.3163973581460401,"score_spread":0.2405596626339914,"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."}}