{"id":"W1996007109","doi":"10.1002/ijc.24010","title":"Guidelines for human papillomavirus DNA test requirements for primary cervical cancer screening in women 30 years and older","year":2008,"lang":"en","type":"article","venue":"International Journal of Cancer","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":695,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Institutes of Health","keywords":"Cervical cancer; Medicine; Cervical intraepithelial neoplasia; Hybrid capture; Oncology; Gynecology; Cervical screening; Cytology; Human papillomavirus; Cancer; Internal medicine; Pathology","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":[0.0003460001,0.0001032896,0.000300521,0.0002038559,0.00004887945,0.00002309119,0.0001774132,0.00005983645,0.001169379],"category_scores_gemma":[0.0002297811,0.000087892,0.0001005311,0.00007425083,0.00007191341,0.0001392236,0.00005306736,0.0001688993,6.611937e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004719062,"about_ca_system_score_gemma":0.0003420164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002882798,"about_ca_topic_score_gemma":0.0001541596,"domain_scores_codex":[0.9983881,0.00001104959,0.0005466904,0.0001584035,0.0006503602,0.0002453627],"domain_scores_gemma":[0.9978499,0.0001307962,0.0001721398,0.0000652142,0.001621817,0.0001601686],"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":[0.004831271,0.0003735248,0.3957768,0.0002697447,0.0007921025,0.0001901557,0.001032476,0.00008838579,0.01500162,0.00009413324,0.01932101,0.5622287],"study_design_scores_gemma":[0.009620987,0.0003715629,0.9370829,0.0003327627,0.00004039229,0.00005321074,0.00007785238,0.0001463513,0.0009032481,0.0004347617,0.05081818,0.0001177155],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856113,0.005154371,0.0007604163,0.007042383,0.0004365834,0.0004595605,0.0001189069,0.000007959644,0.0004085142],"genre_scores_gemma":[0.9871211,0.002848448,0.001541804,0.005027761,0.002499856,0.0002193424,0.00001042448,0.00003230536,0.0006989433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.562111,"threshold_uncertainty_score":0.9997437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1444587896325625,"score_gpt":0.4721606643215597,"score_spread":0.3277018746889971,"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."}}