{"id":"W2601268179","doi":"10.14740/cii.v2i1.18","title":"Study of Cervical Pap Smears in 558 Cases","year":2017,"lang":"en","type":"article","venue":"Clinical Infection and Immunity","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Squamous intraepithelial lesion; Bethesda system; Pap smears; Gynecology; Cervix; Vaginal smear; Cervical cancer; Pap test; Obstetrics; Basal cell; Cervical intraepithelial neoplasia; Cytology; Pathology; Cancer; Cervical cancer screening; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009343945,0.00006465225,0.0003250123,0.00006063827,0.0001756483,0.00002703724,0.00007353392,0.0001015497,0.0006705533],"category_scores_gemma":[0.002301418,0.0000519773,0.00007066128,0.00007035663,0.0002575256,0.00007212818,0.0001814299,0.0006183643,0.00001100529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002008359,"about_ca_system_score_gemma":0.00005102109,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007523671,"about_ca_topic_score_gemma":0.003162396,"domain_scores_codex":[0.9989897,0.0002188716,0.0003873546,0.0001446029,0.0001399527,0.0001195123],"domain_scores_gemma":[0.9988318,0.0003661213,0.00008191643,0.0004652219,0.0001241523,0.0001307781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004699992,0.00197745,0.9297498,0.00004509077,0.00002376437,0.00002180785,0.0001110424,1.975857e-7,0.00001768094,0.00002846007,0.00004903533,0.0675057],"study_design_scores_gemma":[0.003627369,0.002663342,0.9925131,0.00001854329,0.00002648717,0.00001422723,0.0002527762,0.00003641796,0.00004651119,0.00008832014,0.0006646076,0.00004828677],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882202,0.00005037016,0.000002030651,0.0002599645,0.0001519027,0.0002610641,0.00000133642,0.00001194829,0.01104122],"genre_scores_gemma":[0.9991862,0.0004489373,0.000006112201,0.000113924,0.00008617034,0.000008680459,0.000002005126,0.000005356451,0.0001426049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06745742,"threshold_uncertainty_score":0.9990853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3351306099443931,"score_gpt":0.5485933032904778,"score_spread":0.2134626933460848,"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."}}