{"id":"W4401055446","doi":"10.1186/s12905-024-03263-0","title":"Expanding management strategies for cervical precancerous lesions in resource-limited settings: insights from a training center in a district hospital in Ghana","year":2024,"lang":"en","type":"article","venue":"BMC Women s Health","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Colposcopy; Cervical intraepithelial neoplasia; Cervical cancer; Histopathology; Dysplasia; Population; Obstetrics; Cervicitis; Squamous intraepithelial lesion; Gynecology; Cancer; Internal medicine; Pathology; Environmental health","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":[0.0008336294,0.0002611918,0.0002345125,0.0004285644,0.001602288,0.0009905933,0.0008111723,0.000533051,0.00380766],"category_scores_gemma":[0.002889073,0.0002558937,0.0001919901,0.0009256323,0.0009589731,0.0009359675,0.00153235,0.0008110416,0.0002059477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003146431,"about_ca_system_score_gemma":0.006025149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04984541,"about_ca_topic_score_gemma":0.1120062,"domain_scores_codex":[0.9992009,0.0003258147,0.00003207262,0.00004550846,0.00003801304,0.0003577183],"domain_scores_gemma":[0.9978137,0.0005221821,0.0006912901,0.00004771653,0.0001620438,0.0007630147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000146857,0.0006993864,0.9391147,0.0003846956,0.00002842943,0.005411534,0.02864564,0.0002262007,0.0007112594,0.0004617229,0.002236011,0.02193357],"study_design_scores_gemma":[0.0000744506,0.0005804617,0.7870417,0.0007229191,0.00003967114,0.002288902,0.2025274,0.0005382702,0.0001963487,0.0004018119,0.005562204,0.00002594279],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971418,0.0003438623,0.00006334187,0.001565223,0.000006912952,0.00004309977,0.00008183277,0.000002204803,0.0007517652],"genre_scores_gemma":[0.9983597,0.0005739341,0.0002114215,0.0004942361,0.00001075494,0.00003361057,0.00005603549,0.000002151362,0.0002581408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04984541,"threshold_uncertainty_score":0.09911054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05637981255170303,"score_gpt":0.3640626698933148,"score_spread":0.3076828573416117,"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."}}