{"id":"W2119361956","doi":"10.1586/erp.10.9","title":"Cancer prevention: major initiatives and looking into the future","year":2010,"lang":"en","type":"review","venue":"Expert Review of Pharmacoeconomics & Outcomes Research","topic":"Cancer Risks and Factors","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cancer prevention; Cancer; Medicine; Cancer incidence; Optimism; Causes of cancer; Environmental health; Incidence (geometry); Intervention (counseling); Tobacco control; Public health; Internal medicine; Pathology; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002157585,0.000503412,0.003029111,0.0003029956,0.0002313079,0.00005938737,0.0005846809,0.0002687865,0.002173879],"category_scores_gemma":[0.0001331472,0.0002865758,0.000978322,0.0003421397,0.000419596,0.000172438,0.0004241828,0.0021833,0.00004003026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000358859,"about_ca_system_score_gemma":0.001308266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000278094,"about_ca_topic_score_gemma":0.0001130904,"domain_scores_codex":[0.9967026,0.0005207623,0.001242514,0.0006146714,0.0004490446,0.0004704329],"domain_scores_gemma":[0.9974689,0.0006677672,0.0005711394,0.000757453,0.0002728374,0.0002619121],"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":[0.0000114826,0.00004695761,0.0001288064,0.07562643,0.000514795,0.000005691776,0.0004199619,6.169493e-9,0.000003027931,0.0001130648,0.006736725,0.916393],"study_design_scores_gemma":[0.0004315681,0.00005322025,0.00006835415,0.05103537,0.000574987,0.00002623819,0.0001183656,0.000001760532,0.00001142613,0.00002170113,0.9474145,0.0002425413],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005741415,0.9898273,0.000001536949,0.004914841,0.001005669,0.003114757,0.00005715535,0.00001699656,0.001004333],"genre_scores_gemma":[0.000007230001,0.993897,0.0001775299,0.001753562,0.001970832,0.001090038,0.00006425131,0.00009142751,0.0009481464],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9406778,"threshold_uncertainty_score":0.9999586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06891056378515197,"score_gpt":0.5845167964852631,"score_spread":0.5156062327001112,"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."}}