{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0334883,0.0005660076,0.0007744731,0.001853538,0.002772095,0.008472035,0.004537105,0.008217691,0.006901844],"category_scores_gemma":[0.08131422,0.0006544293,0.0007338602,0.002383854,0.006983642,0.006260222,0.005517209,0.006573572,0.0009443689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00835924,"about_ca_system_score_gemma":0.03343995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03042498,"about_ca_topic_score_gemma":0.02279159,"domain_scores_codex":[0.970459,0.0140545,0.004095516,0.001708645,0.006746925,0.002935448],"domain_scores_gemma":[0.7791037,0.06894884,0.04914973,0.01059447,0.05465749,0.03754574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003823243,0.000507827,0.2436488,0.00776148,0.0001193,0.00621729,0.01097991,0.001200051,0.003963736,0.007712914,0.2450135,0.4724929],"study_design_scores_gemma":[0.0001820502,0.001012194,0.3188539,0.02203765,0.0001473827,0.01257239,0.04142062,0.004608916,0.002610165,0.01857932,0.5776072,0.0003682893],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02334626,0.04272024,0.004398185,0.9215973,0.00375951,0.0002062748,0.0002326637,0.0003038477,0.003435648],"genre_scores_gemma":[0.6494563,0.0524666,0.043975,0.2370458,0.01068105,0.0005591243,0.0009345459,0.0003022279,0.004579503],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0334883,"threshold_uncertainty_score":0.1771051,"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."}}