{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004289612,0.00006503783,0.0002027212,0.0000229269,0.000126689,0.00001263821,0.00005968106,0.00006843294,0.0003174241],"category_scores_gemma":[0.0002176611,0.00003992269,0.00006189914,0.00004600384,0.0001226694,0.00001678953,0.00002886838,0.0001831714,0.000009613443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001062916,"about_ca_system_score_gemma":0.0001544693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002651026,"about_ca_topic_score_gemma":0.0003886754,"domain_scores_codex":[0.9992347,0.00009001112,0.0001465768,0.0001638525,0.0001223121,0.0002425111],"domain_scores_gemma":[0.999202,0.0003572143,0.00003374263,0.0001169862,0.0001598469,0.0001302538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007247708,0.0001075808,0.008316297,0.0001170436,0.00002323335,2.274214e-7,0.00003637371,2.86791e-7,0.00006306921,0.001464261,0.003947415,0.9851995],"study_design_scores_gemma":[0.004678042,0.001099691,0.182765,0.00001356408,0.00007854263,0.000004822001,0.00002074561,0.003626732,0.00004031152,0.001772466,0.8058534,0.00004672801],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5192226,0.1161578,0.05637523,0.2167626,0.01202631,0.01206543,0.000134349,0.0002998666,0.06695583],"genre_scores_gemma":[0.9965113,0.001027728,0.00003080362,0.0003669609,0.001046972,0.0004832485,0.00001021122,0.000009137875,0.0005135941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9851527,"threshold_uncertainty_score":0.3475571,"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."}}