{"id":"W2020068656","doi":"10.1080/10520290902853412","title":"AgNOR technique could be useful for differential diagnosis of squamous carcinomatous cells and atypical cells related to human papillomavirus in cervical smears","year":2009,"lang":"en","type":"article","venue":"Biotechnic & Histochemistry","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pathology; Atypia; Cervix; Nucleolus organizer region; Nuclear atypia; Nucleolar Organizer Region; Medicine; Biology; Cancer; Immunohistochemistry; Internal medicine; Cytoplasm; Nucleolus","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000192751,0.000293625,0.0006775311,0.000181919,0.00008304902,0.00001485248,0.000262807,0.0007745306,0.0005759633],"category_scores_gemma":[0.0001090141,0.0002888254,0.0001972159,0.0003561013,0.0002135241,0.00002571901,0.0001207855,0.0006780581,0.000003398506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004307094,"about_ca_system_score_gemma":0.0001294837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001154866,"about_ca_topic_score_gemma":0.00002213909,"domain_scores_codex":[0.9977598,0.0000274519,0.0006261447,0.0006312333,0.0004381065,0.0005172432],"domain_scores_gemma":[0.9986728,0.0001345405,0.00009670998,0.0005623305,0.000131799,0.0004018221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001119723,0.0005826048,0.001424129,0.0005390924,0.00001383648,0.0000520195,0.0000827495,8.991493e-7,0.9889657,0.00006014792,0.003428564,0.003730539],"study_design_scores_gemma":[0.002251369,0.00108511,0.06140492,0.0001151117,0.00007748191,0.00002428873,0.00002537832,0.00002628387,0.9318181,0.0001998366,0.002672394,0.0002997549],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950962,0.0006331858,0.0002174264,0.001060599,0.00004561276,0.001877203,0.0001089464,0.0001211329,0.000839706],"genre_scores_gemma":[0.9980177,0.00009474864,0.0006825959,0.0002784367,0.00006724075,0.0004084866,0.00004638416,0.0000396756,0.0003647103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05998079,"threshold_uncertainty_score":0.9999564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02367244144161566,"score_gpt":0.3182266912720307,"score_spread":0.294554249830415,"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."}}