{"id":"W4313888642","doi":"10.3332/ecancer.2023.1495","title":"Quality assurance in cytology reporting in Ghana: an urgent call","year":2023,"lang":"en","type":"article","venue":"ecancermedicalscience","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Colposcopy; Squamous intraepithelial lesion; Papanicolaou stain; Dysplasia; Cytology; Cervical intraepithelial neoplasia; Gynecology; Obstetrics; Malignancy; Cervix; Intraepithelial neoplasia; Cervical cancer; Cancer; Pathology; Internal medicine; Prostate 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005834882,0.0001251029,0.0005101644,0.0003477005,0.00007151245,0.00001685858,0.0003013085,0.0001248752,0.001985431],"category_scores_gemma":[0.01407157,0.0001072294,0.00006122432,0.002625535,0.0004962091,0.0001399069,0.0001364813,0.0005605017,0.00007039811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004039913,"about_ca_system_score_gemma":0.001823312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002576707,"about_ca_topic_score_gemma":0.01060352,"domain_scores_codex":[0.9960489,0.0001687686,0.001192934,0.0006844127,0.001053035,0.0008520097],"domain_scores_gemma":[0.9981587,0.0003054776,0.0002380536,0.0004409186,0.0001075481,0.0007492871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000231975,0.0002765376,0.8327245,0.0002901498,0.000005368612,0.001546496,0.001118099,0.0001263182,0.002192972,0.0004899447,0.002022029,0.1589757],"study_design_scores_gemma":[0.0009437074,0.0001288624,0.9900632,0.0000678061,0.000001870469,0.00002680434,0.0003521266,0.005525324,0.0002528183,0.0004182433,0.002094908,0.0001243615],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760016,0.0002258625,0.000106578,0.008608515,0.0003667237,0.000362454,0.000004655765,0.0001051733,0.0142185],"genre_scores_gemma":[0.9973779,0.0001913089,0.0001982928,0.001476626,0.0001793439,0.0001037466,0.0000104311,0.00001095623,0.0004513999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1588513,"threshold_uncertainty_score":0.9989269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1317108296464456,"score_gpt":0.4764924701898614,"score_spread":0.3447816405434159,"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."}}