{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004078096,0.000185132,0.0005568664,0.0002402485,0.0000488886,0.00008035273,0.000118126,0.0001060606,0.0007920237],"category_scores_gemma":[0.0000472473,0.0001710849,0.00003218786,0.0002650521,0.0000610893,0.0005114442,0.00002833311,0.0001368341,0.000006392337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005639809,"about_ca_system_score_gemma":0.0002742927,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03161362,"about_ca_topic_score_gemma":0.2835291,"domain_scores_codex":[0.9987125,0.00001488508,0.0004892835,0.0004232148,0.00009569046,0.0002644573],"domain_scores_gemma":[0.9992703,0.0001026384,0.0003297302,0.0001501963,0.00008322256,0.0000639502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007408163,0.00007623163,0.9903678,0.0001424102,0.000132037,0.000001737942,0.002658945,0.0005811435,0.000009070192,0.0043267,0.0008316326,0.0007982221],"study_design_scores_gemma":[0.001231958,0.0001661683,0.9839292,0.0001724101,0.00004283482,3.427968e-7,0.0005045119,0.001140754,0.0000428489,0.000734236,0.0117912,0.0002435442],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815056,0.01336981,0.00005815824,0.002537167,0.001085056,0.0003909131,0.0006241076,0.00002751511,0.0004017272],"genre_scores_gemma":[0.9927437,0.004427453,0.00004004922,0.0004985853,0.0004885536,0.000342661,0.00001011112,0.00003204113,0.001416848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2519155,"threshold_uncertainty_score":0.9748349,"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."}}