{"id":"W3200608261","doi":"10.1016/s1470-2045(21)00463-0","title":"Access to cancer medicines deemed essential by oncologists in 82 countries: an international, cross-sectional survey","year":2021,"lang":"en","type":"article","venue":"The Lancet Oncology","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":171,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Queen's University; World Health Organization","keywords":"Medicine; Snowball sampling; Essential medicines; Access to medicines; Cross-sectional study; Family medicine; Developing country; Descriptive statistics; Public health; Alternative medicine; Global health; Cancer; Environmental health; Nursing; Economic growth; 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":[0.002534082,0.0002720861,0.0004166653,0.00131602,0.0005048997,0.0008301103,0.0003985184,0.0007349696,0.002153544],"category_scores_gemma":[0.00460784,0.0005678001,0.0003958853,0.002710518,0.0004684424,0.001180089,0.00105503,0.0007596478,0.0005599137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004835577,"about_ca_system_score_gemma":0.000551632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01008123,"about_ca_topic_score_gemma":0.009394783,"domain_scores_codex":[0.9984738,0.0005421697,0.0002751038,0.0002328732,0.0002103545,0.0002656973],"domain_scores_gemma":[0.9954441,0.001017288,0.00220625,0.0002446991,0.0004366944,0.0006510707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005251542,0.00009878442,0.9962788,0.00004982716,0.00002554289,0.00007120246,0.001198221,0.00004182018,0.0001449213,0.00001787153,0.0004480031,0.001572485],"study_design_scores_gemma":[0.000009480385,0.0001534991,0.9957373,0.00003409958,0.00001413924,0.0001390664,0.003212491,0.00009499017,0.00005363372,0.000006492136,0.0005392433,0.000005516145],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962347,0.0001866394,0.00008761339,0.0001118295,0.000003945572,0.00008190395,0.002169906,0.000005161803,0.001118402],"genre_scores_gemma":[0.9976737,0.0003175878,0.0002109033,0.0002498091,0.000006262623,0.0001014701,0.001256883,0.000003299283,0.0001800417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01008123,"threshold_uncertainty_score":0.0200451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2309375012748338,"score_gpt":0.4812587039765077,"score_spread":0.2503212027016739,"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."}}