{"id":"W2036210769","doi":"10.1586/eog.11.13","title":"Optimizing technology for cervical cancer screening in high-resource settings","year":2011,"lang":"en","type":"article","venue":"Expert Review of Obstetrics & Gynecology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Institute of Allergy and Infectious Diseases; National Cancer Institute","keywords":"Medicine; Cervical cancer; Triage; Papanicolaou stain; Intensive care medicine; Colposcopy; Pap test; Cervical screening; Cancer; Gynecology; Oncology; Cervical cancer screening; Internal medicine; Medical emergency","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":[0.009510485,0.001022337,0.0007096166,0.001911913,0.000908668,0.003041707,0.002202819,0.002557803,0.01178556],"category_scores_gemma":[0.02676333,0.0003268559,0.0008596522,0.00167895,0.0009866026,0.00287532,0.002408834,0.001578727,0.004880482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003150606,"about_ca_system_score_gemma":0.01220875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004039478,"about_ca_topic_score_gemma":0.005475978,"domain_scores_codex":[0.9884915,0.00689074,0.0006301624,0.0006357653,0.002703052,0.000648711],"domain_scores_gemma":[0.991807,0.003251878,0.001296715,0.0005770391,0.002139482,0.0009278232],"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":[0.0002302985,0.0006224563,0.0152815,0.004731482,0.0002085934,0.000867949,0.0004591969,0.007563927,0.005977972,0.02612562,0.09200556,0.8459254],"study_design_scores_gemma":[0.0005626904,0.003046516,0.06796874,0.01308822,0.0008439986,0.005720137,0.004182372,0.01150284,0.01396082,0.07304934,0.8057653,0.0003090322],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.06363106,0.1986398,0.2389835,0.3034905,0.005765201,0.006030277,0.001318666,0.002642581,0.1794985],"genre_scores_gemma":[0.2601141,0.1540432,0.5425607,0.02270415,0.003519818,0.003751504,0.0009434748,0.0002724073,0.01209076],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01178556,"threshold_uncertainty_score":0.05029684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05181346890393033,"score_gpt":0.3650543978216226,"score_spread":0.3132409289176922,"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."}}