{"id":"W2213236529","doi":"10.18370/2309-4117.2013.10.61-67","title":"Screening for cervical cancer","year":2013,"lang":"en","type":"article","venue":"Reproductive Endocrinology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dystonia Medical Research Foundation Canada","funders":"","keywords":"Medicine; Cervical cancer; Gynecology; Human papillomavirus; Disease; Cancer; Obstetrics; Cervical cancer screening; Vaccination; Family medicine; Oncology; Internal medicine; Immunology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00008164439,0.0001197459,0.000302224,0.0001026831,0.00008471257,0.00001244704,0.00009850061,0.0000606442,0.009363499],"category_scores_gemma":[0.0003675678,0.00009797602,0.0001085823,0.0001624116,0.0001637233,0.00007459277,0.00009230137,0.0002664757,0.0001403715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000838834,"about_ca_system_score_gemma":0.0000877691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008647896,"about_ca_topic_score_gemma":0.00002775018,"domain_scores_codex":[0.9984279,0.0000331337,0.0001784783,0.0006164875,0.0001664384,0.0005775139],"domain_scores_gemma":[0.9987839,0.00009848995,0.00003193046,0.000435507,0.0005036967,0.0001465105],"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":[0.0009456647,0.0002295087,0.0625098,0.0002577354,0.0003173735,0.00002362646,0.0001827533,0.00001171674,0.01143868,0.006407999,0.02596303,0.8917121],"study_design_scores_gemma":[0.002591358,0.0006406225,0.836557,0.00001161516,0.00007643989,0.0001517738,0.0002015254,0.0002456877,0.02967877,0.003381153,0.126261,0.0002029828],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6865546,0.01081197,0.01155171,0.1665256,0.001762373,0.008688417,0.00007124539,0.0006491751,0.113385],"genre_scores_gemma":[0.9868388,0.000160771,0.002771615,0.0009776865,0.002035684,0.001410589,0.00001760263,0.00003263346,0.005754609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8915091,"threshold_uncertainty_score":0.9915421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07995830950271424,"score_gpt":0.3922251976784133,"score_spread":0.312266888175699,"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."}}