{"id":"W4405514688","doi":"10.1186/s12885-024-13247-w","title":"Changes in essential cancer medicines and association with cancer outcomes: an observational study of 158 countries","year":2024,"lang":"en","type":"article","venue":"BMC Cancer","topic":"Economic and Financial Impacts of Cancer","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Canada Research Chairs; World Health Organization","keywords":"Medicine; Cancer; Cervical cancer; Colorectal cancer; Breast cancer; Internal medicine; Skin cancer; Psychological intervention; Uterine cancer; Oncology; Essential medicines; Public health; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001601399,0.0003051714,0.000711472,0.001014938,0.0005273741,0.0007553344,0.0006909325,0.0005303404,0.001548564],"category_scores_gemma":[0.0058038,0.0006573494,0.001261418,0.003532414,0.0004335133,0.0007482458,0.001310575,0.0009418803,0.0002734861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007512598,"about_ca_system_score_gemma":0.0007227985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02531103,"about_ca_topic_score_gemma":0.02115395,"domain_scores_codex":[0.998509,0.0005209675,0.0002932417,0.000317101,0.0001764128,0.0001832391],"domain_scores_gemma":[0.9935541,0.000902387,0.004176157,0.0005393301,0.0004218382,0.0004062421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007444054,0.00002715074,0.9988349,0.00005440367,0.000162468,0.00003121484,0.0001077407,0.00005570779,0.00003236565,0.00001757005,0.0002000639,0.0004020548],"study_design_scores_gemma":[0.00002497112,0.00009071952,0.9985985,0.00004311839,0.0000917552,0.0001032331,0.0004040252,0.0001204537,0.00002961819,0.00001553098,0.0004721442,0.000005969694],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938346,0.0005881383,0.0001206555,0.00009386867,0.000007018276,0.00003306552,0.004862086,0.000004957977,0.000455486],"genre_scores_gemma":[0.9958901,0.000297518,0.0002025728,0.0001083679,0.000006859141,0.0000746183,0.003315985,0.000003443832,0.0001006027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02531103,"threshold_uncertainty_score":0.05032742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09374925637407928,"score_gpt":0.3277876818519486,"score_spread":0.2340384254778693,"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."}}