{"id":"W7084145885","doi":"10.64628/aaj.3ftqtwksx","title":"The global approach to vaccine equity is failing: additional steps that would help","year":2021,"lang":"en","type":"article","venue":"","topic":"Toxoplasma gondii Research Studies","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Equity (law); Key (lock); Context (archaeology); Process (computing)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01935841,0.001788554,0.002595176,0.001576686,0.003504398,0.009242116,0.002788638,0.0115585,0.05108296],"category_scores_gemma":[0.02484399,0.000558196,0.002121541,0.001447376,0.006278384,0.01718792,0.009139104,0.01421759,0.00578256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005741717,"about_ca_system_score_gemma":0.05494695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02589354,"about_ca_topic_score_gemma":0.03542859,"domain_scores_codex":[0.9929327,0.002734888,0.0003359728,0.0005660147,0.001312902,0.002117556],"domain_scores_gemma":[0.9685482,0.009802137,0.002193351,0.002446156,0.007446008,0.009564069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001097434,0.002516516,0.01405272,0.004272341,0.0007065361,0.0005664341,0.00171637,0.002710439,0.005529203,0.1721836,0.4824573,0.3121911],"study_design_scores_gemma":[0.0008031295,0.001716533,0.0229537,0.006537983,0.0007913382,0.0006441232,0.01498712,0.002310497,0.003439901,0.2790283,0.6663696,0.0004177782],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007245942,0.04128652,0.007139189,0.9032018,0.01134607,0.0002586092,0.0008416336,0.0004648064,0.02821541],"genre_scores_gemma":[0.31983,0.08176426,0.1023932,0.4504354,0.01634359,0.001163402,0.002735639,0.000399426,0.0249351],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05108296,"threshold_uncertainty_score":0.1708895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05562499683953166,"score_gpt":0.3260290546234325,"score_spread":0.2704040577839008,"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."}}