{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004321039,0.0002105116,0.0002410394,0.001732626,0.000615293,0.0004528866,0.00035619,0.0003201606,0.00186126],"category_scores_gemma":[0.001611957,0.0002654167,0.0002486657,0.001075357,0.0002871091,0.0003939141,0.0004264808,0.0002309449,0.000485429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003518311,"about_ca_system_score_gemma":0.0003231483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003105985,"about_ca_topic_score_gemma":0.002800675,"domain_scores_codex":[0.999323,0.00007658757,0.0001125997,0.0001483688,0.000244567,0.00009489284],"domain_scores_gemma":[0.9994796,0.00007417873,0.0002129522,0.00004191166,0.0001141783,0.00007728123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000388747,0.00002845189,0.9900059,0.00006785023,0.00001765127,0.002047668,0.0003418345,0.0000158874,0.0005342519,0.00003805828,0.0004093531,0.006454202],"study_design_scores_gemma":[0.000006213867,0.0001628512,0.9712536,0.00007459553,0.00004825932,0.02085626,0.001733071,0.0001175676,0.0006456503,0.00005975894,0.005033754,0.000008404003],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994377,0.002216897,0.0001692555,0.0001140932,0.0000284347,0.00005888364,0.0005770994,0.00001324768,0.002445103],"genre_scores_gemma":[0.9969906,0.001367991,0.0002349493,0.00005839011,0.00002696024,0.00003354575,0.0005375947,0.000003741526,0.0007462663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003105985,"threshold_uncertainty_score":0.006226599,"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."}}