{"id":"W2027965033","doi":"10.1016/j.ypmed.2015.04.014","title":"Sobering realizations in cancer prevention and screening and their lessons","year":2015,"lang":"en","type":"editorial","venue":"Preventive Medicine","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"National Institutes of Health; Canadian Cancer Society Research Institute; Cancer Research Society; National Institute for Health and Care Research; Canadian Institutes of Health Research; Health Canada","keywords":"Medicine; Cervical cancer; Vaccination; Cervical screening; Cervical cancer screening; HPV infection; Gynecology; Cancer; Cancer prevention; Population; Human papillomavirus; HPV vaccines; Cancer screening; Family medicine; Pathology; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001131652,0.000285702,0.0007921131,0.0003561088,0.00007786056,0.00001918177,0.00009050987,0.0003618092,0.0005361027],"category_scores_gemma":[0.001552878,0.0002118694,0.00005025687,0.0003463677,0.0002784547,0.0000863005,0.0002026702,0.0009704078,0.000001116458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002187648,"about_ca_system_score_gemma":0.0004600152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002228647,"about_ca_topic_score_gemma":0.003045773,"domain_scores_codex":[0.9979332,0.0001561406,0.0003990308,0.0005333972,0.0006426385,0.0003356103],"domain_scores_gemma":[0.9984106,0.0004007831,0.0001323591,0.0002246291,0.0005163506,0.0003152508],"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":[0.0004484777,0.0001169861,0.002580383,0.00158963,0.0002232285,0.00002632094,0.002516033,0.00000318603,0.00009784423,0.00007999864,0.6711852,0.3211327],"study_design_scores_gemma":[0.008459025,0.0009732257,0.02591977,0.005418266,0.0004402011,0.00001183935,0.00125357,0.000576757,0.00004887261,0.002781987,0.9537315,0.0003849612],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.009423157,0.2921523,0.01395417,0.02759651,0.59455,0.008633378,0.0009802752,0.0003674333,0.05234271],"genre_scores_gemma":[0.06015057,0.05574583,0.0003613862,0.0001593721,0.8600526,0.0007202128,0.002043136,0.0002026827,0.0205642],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.3207477,"threshold_uncertainty_score":0.8639785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08858425784876783,"score_gpt":0.4472186520443482,"score_spread":0.3586343941955804,"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."}}