{"id":"W2795428983","doi":"10.1111/cyt.12523","title":"Differentiated cervical intraepithelial neoplasia‐associated invasive cervical squamous cell carcinoma as a source of major cytopathological and surgical pathological discrepancy in Papanicolaou smear screening tests","year":2018,"lang":"en","type":"article","venue":"Cytopathology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Papanicolaou stain; Papanicolaou Test; Pathological; Cervical intraepithelial neoplasia; Pathology; Cervical carcinoma; Cervical screening; Basal cell; Gynecology; Cervical cancer; Internal medicine; Cancer","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":[0.001224692,0.0003135591,0.0002237773,0.002009491,0.0004187252,0.0006726547,0.0005732562,0.0006747214,0.001831218],"category_scores_gemma":[0.007636086,0.0002067167,0.0001677383,0.001161212,0.0005213728,0.0005279616,0.0005287412,0.000426204,0.0004799144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003862607,"about_ca_system_score_gemma":0.0003593474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001122082,"about_ca_topic_score_gemma":0.001300152,"domain_scores_codex":[0.9992675,0.0001548508,0.0001109685,0.0001335078,0.0002533639,0.00007970509],"domain_scores_gemma":[0.9969408,0.001352482,0.0007972593,0.0002556558,0.0004831787,0.0001706344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001891457,0.00002810641,0.9673783,0.0001015066,0.00002715759,0.01854872,0.0002558867,0.00006026653,0.002595618,0.00009673126,0.0001947348,0.01052373],"study_design_scores_gemma":[0.00001173255,0.000199383,0.7915663,0.000163962,0.0001532654,0.1971577,0.001129112,0.000879004,0.005090354,0.0002511661,0.003380715,0.00001727523],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934024,0.004027746,0.0005042123,0.00008662443,0.00003246688,0.00002968163,0.00009173863,0.00002434372,0.001800818],"genre_scores_gemma":[0.999173,0.0003424891,0.000200585,0.0000263168,0.00001552317,0.000004353528,0.0001022474,0.000003017344,0.0001326218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002009491,"threshold_uncertainty_score":0.006476879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0217779906516336,"score_gpt":0.2912476799492539,"score_spread":0.2694696892976203,"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."}}