{"id":"W2334148682","doi":"10.1097/01.cot.0000292499.22535.f2","title":"Researchers Aiming to Improve Cervical Cancer Screening in Developing Countries","year":2004,"lang":"en","type":"article","venue":"Oncology Times","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cervical cancer; Developing country; Medicine; Developed country; Disease; Family medicine; Cancer; Economic growth; Environmental health; Population; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005837473,0.0001214818,0.0003517178,0.0002601217,0.0001011674,0.00002304894,0.0001489782,0.0001792764,0.003663292],"category_scores_gemma":[0.0002714306,0.0001072593,0.00004702701,0.0004755228,0.0001465631,0.00007379806,0.0001814271,0.0004958536,0.0001486123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001201991,"about_ca_system_score_gemma":0.001927101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002374612,"about_ca_topic_score_gemma":0.002973763,"domain_scores_codex":[0.9983401,0.00005738184,0.0002454897,0.0003444748,0.0003825639,0.0006299349],"domain_scores_gemma":[0.9991143,0.0001929818,0.00002512989,0.0001687205,0.0002092239,0.0002896413],"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":[0.006428098,0.0003887578,0.1037088,0.0007105941,0.0002660445,0.001265457,0.00637985,0.0007404857,0.00257793,0.01230482,0.012173,0.8530562],"study_design_scores_gemma":[0.007551349,0.001397497,0.4585839,0.0002946001,0.00004068979,0.00003872491,0.001069651,0.0002490337,0.009159181,0.0009850141,0.5202594,0.0003709588],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2638302,0.003112894,0.003159823,0.4422126,0.0003779991,0.00190835,0.00002385854,0.0001833514,0.2851909],"genre_scores_gemma":[0.9538073,0.0009417763,0.01826084,0.01937114,0.000696019,0.0004366437,0.00001515939,0.00006077889,0.006410371],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8526852,"threshold_uncertainty_score":0.9972475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08509626598350212,"score_gpt":0.4384981303836113,"score_spread":0.3534018644001092,"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."}}