{"id":"W4382048761","doi":"10.21203/rs.3.rs-3000650/v1","title":"Strengthening Access to Cancer Medicines for Children in East Africa: Policy Options to Enhance Medicine Procurement, Forecasting, and Regulations","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"Hospital for Sick Children","keywords":"Procurement; Access to medicines; Business; Economic growth; Economics; Developing country; Marketing","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":[0.01026686,0.0004258403,0.0003667479,0.001380738,0.000829601,0.00481855,0.0008645877,0.00235269,0.006755754],"category_scores_gemma":[0.01588343,0.0003205152,0.0004356038,0.001967849,0.001395214,0.004224962,0.002453847,0.002331445,0.0003128448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006685241,"about_ca_system_score_gemma":0.01189555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01594944,"about_ca_topic_score_gemma":0.01527851,"domain_scores_codex":[0.9960811,0.002780268,0.000151901,0.0001229745,0.0002632262,0.0006006311],"domain_scores_gemma":[0.982213,0.01284902,0.002598032,0.0002701558,0.001057185,0.001012475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003933524,0.0004370652,0.02572739,0.008919609,0.0001892247,0.001532052,0.003224428,0.03534026,0.001699011,0.5374293,0.09929603,0.2858123],"study_design_scores_gemma":[0.0003673361,0.0008351726,0.07287042,0.02614585,0.0003531448,0.0009101338,0.02319095,0.03729496,0.00672192,0.1802772,0.6507546,0.0002783792],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1065699,0.1323029,0.01361873,0.6831782,0.001754451,0.000592487,0.001449493,0.0001575788,0.06037628],"genre_scores_gemma":[0.8059223,0.135321,0.02809308,0.01922166,0.001556449,0.0005505535,0.0003678107,0.0000304056,0.008936745],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01594944,"threshold_uncertainty_score":0.05429697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3873772056037338,"score_gpt":0.5009164817878442,"score_spread":0.1135392761841104,"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."}}