{"id":"W2137982899","doi":"10.3747/co.21.1720","title":"The Road Ahead for Cervical Cancer Prevention and Control","year":2014,"lang":"en","type":"article","venue":"Current Oncology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Colposcopy; Cervical cancer; Papanicolaou stain; Genotyping; Population; Oncology; Vaccination; Cancer; Gynecology; Internal medicine; Immunology; Genotype; Biology; Gene; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01082995,0.001531673,0.001927641,0.001396533,0.001807334,0.004884676,0.0022623,0.01239918,0.05908277],"category_scores_gemma":[0.01852375,0.0003210601,0.001529673,0.001070839,0.002324433,0.006800218,0.003373732,0.01510271,0.02217908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003221746,"about_ca_system_score_gemma":0.01569996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008260141,"about_ca_topic_score_gemma":0.006753244,"domain_scores_codex":[0.9949324,0.001911839,0.0002696203,0.0006045977,0.001513971,0.0007676587],"domain_scores_gemma":[0.9808838,0.005468376,0.0006622878,0.0009260672,0.006522921,0.005536483],"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":[0.0001321938,0.0001545196,0.0008623317,0.001155204,0.00007239634,0.00009977906,0.0001731378,0.0002781198,0.0003325554,0.03715061,0.7115727,0.2480165],"study_design_scores_gemma":[0.00002818539,0.0001439997,0.001497802,0.001491492,0.00004229555,0.00009448404,0.0003175544,0.000226873,0.00007137711,0.02312186,0.9729328,0.00003133668],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0007943092,0.1821517,0.004922963,0.72675,0.05386997,0.0001128814,0.001236613,0.0005538986,0.02960773],"genre_scores_gemma":[0.04143006,0.3550295,0.03302949,0.4558469,0.04998425,0.0007829773,0.003786702,0.0004750701,0.05963511],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.05908277,"threshold_uncertainty_score":0.1976516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1155078301225386,"score_gpt":0.4906114172466664,"score_spread":0.3751035871241278,"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."}}