{"id":"W2077205450","doi":"10.1002/dc.20295","title":"Project: Screen South Africa","year":2005,"lang":"en","type":"article","venue":"Diagnostic Cytopathology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Medicine; Economic shortage; Cervix; Optometry; Human immunodeficiency virus (HIV); Gynecology; Family medicine; Environmental health; Cancer; Government (linguistics); 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":["insufficient_payload"],"category_scores_codex":[0.0002301328,0.0001299659,0.0002981823,0.0001603597,0.00006554389,0.00001353698,0.000120879,0.000121768,0.003677483],"category_scores_gemma":[0.001944433,0.0001080141,0.00008886414,0.0002541679,0.0001530994,0.00003719365,0.0001025528,0.0003107902,0.001052617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007257988,"about_ca_system_score_gemma":0.0001731287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002526417,"about_ca_topic_score_gemma":0.00003305224,"domain_scores_codex":[0.9986807,0.0000579742,0.000209478,0.0003275885,0.0002496206,0.0004747163],"domain_scores_gemma":[0.9988138,0.0005165467,0.00003085766,0.0003387324,0.0001272299,0.0001728428],"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":[0.001130502,0.001284987,0.2543172,0.0002809782,0.00008274426,0.003226849,0.009210112,0.00001660916,0.001463727,0.005072897,0.06171612,0.6621973],"study_design_scores_gemma":[0.003262328,0.001051189,0.7376392,0.00003140403,0.0001260201,0.0005012528,0.0003134345,0.0002290751,0.001288747,0.0002680538,0.2550129,0.0002764003],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2992615,0.005563583,0.001294174,0.01064292,0.000258844,0.001863898,0.0001307117,0.00040337,0.680581],"genre_scores_gemma":[0.9946462,0.0001286588,0.0009982099,0.001283571,0.0008369869,0.0001064931,0.00003845911,0.00002429208,0.001937139],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6953847,"threshold_uncertainty_score":0.9997252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04589325588654885,"score_gpt":0.3388717797724155,"score_spread":0.2929785238858666,"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."}}