{"id":"W4388014569","doi":"10.1002/cam4.6642","title":"Essential cancer medicines and cancer outcomes: Cross‐sectional study of 124 countries","year":2023,"lang":"en","type":"article","venue":"Cancer Medicine","topic":"Economic and Financial Impacts of Cancer","field":"Economics, Econometrics and Finance","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Queen's University; St. Michael's Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Cancer; Cervical cancer; Essential medicines; Psychological intervention; Breast cancer; Colorectal cancer; Internal medicine; Family medicine; Oncology; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006256749,0.0002903422,0.00101746,0.0004096782,0.0001766808,0.00003331621,0.0002574137,0.0001406267,0.003080964],"category_scores_gemma":[0.0001825826,0.0002607768,0.00006338883,0.0004595465,0.0005431026,0.0002970328,0.00009077093,0.0002054542,0.00004696079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002273446,"about_ca_system_score_gemma":0.0001482279,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02328959,"about_ca_topic_score_gemma":0.002967875,"domain_scores_codex":[0.9976751,0.00001348571,0.001129495,0.0005944455,0.0001448809,0.000442597],"domain_scores_gemma":[0.9985838,0.0001349424,0.0006301084,0.0003106948,0.0001635939,0.0001768497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008920636,0.0000511376,0.983504,0.0001345932,0.000251289,0.000005493944,0.002377974,0.0003076761,0.00003498134,0.003070234,0.009004158,0.001169244],"study_design_scores_gemma":[0.003330874,0.0002641869,0.9592692,0.0001174884,0.00005061435,0.000001445609,0.000523768,0.0002305224,0.00003608503,0.0017769,0.03412476,0.000274143],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9666005,0.02175671,0.00003944031,0.004524037,0.004420172,0.0004556585,0.0005395151,0.00007521138,0.001588746],"genre_scores_gemma":[0.9763351,0.0173428,0.000004591224,0.001103356,0.001544059,0.0003535308,0.00001428076,0.00004509103,0.003257202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0251206,"threshold_uncertainty_score":0.9999844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04875477021647488,"score_gpt":0.3403152283872656,"score_spread":0.2915604581707907,"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."}}