{"id":"W2062728664","doi":"10.1097/01.lgt.0000192695.93172.75","title":"Refining the Management of Low-Grade Cervical Abnormalities in the UK National Health Service and Defining the Potential for Human Papillomavirus Testing: A Commentary on Emerging Evidence","year":2005,"lang":"en","type":"review","venue":"Journal of Lower Genital Tract Disease","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Human papillomavirus; Service (business); Family medicine; Internal medicine; Marketing","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":[0.01013503,0.0009046376,0.004015313,0.002349933,0.0005722342,0.002353397,0.002549079,0.007208142,0.003410464],"category_scores_gemma":[0.05655508,0.0004986195,0.001772107,0.004073483,0.001606222,0.004222921,0.001034402,0.005235063,0.001237626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005777762,"about_ca_system_score_gemma":0.0128183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02083063,"about_ca_topic_score_gemma":0.05835444,"domain_scores_codex":[0.9943427,0.002562337,0.001170064,0.0002982736,0.001443716,0.0001828572],"domain_scores_gemma":[0.9617175,0.0286823,0.002668083,0.0002712582,0.006116546,0.0005443241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002972051,0.00002009904,0.000332497,0.07957498,0.0003891868,0.0004175178,0.0004330414,0.0003433314,0.000235133,0.005274775,0.5221685,0.3905138],"study_design_scores_gemma":[0.0002694419,0.0001582518,0.001922661,0.174655,0.001007064,0.001010838,0.0008149156,0.0001680586,0.0001963277,0.004913717,0.8148233,0.00006037675],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.00009388676,0.9488339,0.00008055174,0.04502979,0.005079487,0.00001595818,0.00005210099,0.000005678681,0.0008086578],"genre_scores_gemma":[0.002116226,0.9668905,0.0004862935,0.02595648,0.003810419,0.00004282194,0.00004559511,0.000005143504,0.0006466164],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02083063,"threshold_uncertainty_score":0.05359977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1508663987727099,"score_gpt":0.4465425631569016,"score_spread":0.2956761643841918,"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."}}