{"id":"W3126664753","doi":"10.1200/go.20.00079","title":"Cervix Cancer in Sub-Saharan Africa: An Assessment of Cervical Cancer Management","year":2021,"lang":"en","type":"article","venue":"JCO Global Oncology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôtel-Dieu de Québec","funders":"National Cancer Institute","keywords":"Cervix; Cervical cancer; Cancer; Medicine; Gynecology; Oncology; Obstetrics; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000295781,0.0001722851,0.000663101,0.00009142048,0.00003583726,0.00001209276,0.0001975694,0.00021391,0.01116192],"category_scores_gemma":[0.00002054575,0.0001560339,0.0001216686,0.0008671144,0.0001204717,0.000063699,0.0002461612,0.0003525616,0.00001816503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00239747,"about_ca_system_score_gemma":0.001459141,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002165233,"about_ca_topic_score_gemma":0.02257542,"domain_scores_codex":[0.9977055,0.0001968032,0.0004632522,0.0004995871,0.0005709038,0.000563981],"domain_scores_gemma":[0.9988295,0.00005173587,0.00007806357,0.0003853267,0.000333355,0.0003220229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001281577,0.003370012,0.2270982,0.001058327,0.0004201259,0.002264486,0.0001720208,0.0002673874,0.001743431,0.006285401,0.0138624,0.7421767],"study_design_scores_gemma":[0.00360059,0.0005990254,0.8678813,0.00005562511,0.0001317181,0.00002247619,0.0001651264,0.0006569131,0.0003502861,0.0004692089,0.1259285,0.0001392108],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4180692,0.01609724,0.0001374562,0.01648387,0.001099586,0.001166256,0.0004064331,0.00007176266,0.5464682],"genre_scores_gemma":[0.9894387,0.007306477,0.0007398533,0.00132284,0.0002868759,0.000295747,0.00004322553,0.00001732143,0.0005490085],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7420374,"threshold_uncertainty_score":0.9952601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05548927900747063,"score_gpt":0.472068511799622,"score_spread":0.4165792327921514,"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."}}