{"id":"W2992173541","doi":"10.1136/fmch-2019-000182","title":"From potential to practice: how accelerating access to HPV tests and screen and treat programmes can help eliminate cervical cancer","year":2019,"lang":"en","type":"review","venue":"Family Medicine and Community Health","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Cervical cancer; Medicine; HPV vaccines; Vaccination; Cancer; Test (biology); Family medicine; Business; HPV infection; Immunology; Internal medicine","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":[0.03658059,0.001047245,0.0006531159,0.001592575,0.002812918,0.0159481,0.003238953,0.006410688,0.02037938],"category_scores_gemma":[0.07465143,0.0006737367,0.001473346,0.001411779,0.007787603,0.01274223,0.008705675,0.00541922,0.00695611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006714798,"about_ca_system_score_gemma":0.02473843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003820048,"about_ca_topic_score_gemma":0.006496675,"domain_scores_codex":[0.949413,0.03864688,0.001367917,0.002306426,0.006085967,0.002179869],"domain_scores_gemma":[0.948266,0.03212954,0.002960317,0.004591492,0.007122878,0.00492965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003943457,0.0009727149,0.009830272,0.007113254,0.0003582321,0.0006002097,0.008370139,0.005191201,0.00141109,0.2507413,0.1197034,0.5953138],"study_design_scores_gemma":[0.0003791649,0.00166605,0.003946435,0.01182491,0.0003794176,0.0006318307,0.01440906,0.003258101,0.00256025,0.3978413,0.5629578,0.0001456917],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.02349222,0.03510517,0.08201198,0.6501079,0.004636387,0.001683476,0.0005198086,0.000665446,0.2017775],"genre_scores_gemma":[0.6103039,0.05932374,0.1876485,0.1093605,0.001709453,0.002257395,0.0004392034,0.0005154797,0.02844193],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03658059,"threshold_uncertainty_score":0.193459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3220196743764913,"score_gpt":0.5284769833068522,"score_spread":0.2064573089303609,"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."}}