{"id":"W4392906439","doi":"10.1371/journal.pgph.0003024","title":"Towards authentic institutional allyship by global health funders","year":2024,"lang":"en","type":"article","venue":"PLOS Global Public Health","topic":"Global Health and Surgery","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Political science; Global health; Health care","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002156437,0.0004315594,0.0008832391,0.0001391403,0.0004652269,0.0002351378,0.0002608831,0.0002451141,0.0003568568],"category_scores_gemma":[0.0004992406,0.0003873108,0.0002826227,0.001779285,0.0002365756,0.0003692782,0.0001039307,0.0005129792,0.0006687522],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.00802531,"about_ca_system_score_gemma":0.03080678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003633585,"about_ca_topic_score_gemma":0.0002885398,"domain_scores_codex":[0.9936351,0.0003398847,0.001131178,0.0008981536,0.001503095,0.002492653],"domain_scores_gemma":[0.9947665,0.00006571649,0.000160924,0.0004957648,0.0001993306,0.00431174],"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":[0.0001142036,0.001047381,0.01146496,0.003452322,0.0002757897,0.0001424814,0.0002165416,0.000002257228,0.000002197626,0.1788052,0.6320252,0.1724515],"study_design_scores_gemma":[0.001570062,0.001094869,0.04786597,0.0009720279,0.00004610826,0.0008740808,0.0003569723,0.002282637,0.000001193448,0.006916123,0.9375287,0.0004912891],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09842105,0.05176446,0.008491341,0.7770027,0.004691826,0.002304754,0.003230787,0.002074376,0.05201871],"genre_scores_gemma":[0.9195185,0.0009766158,0.0006845606,0.07701974,0.0004980449,0.00004910093,0.0009040969,0.00002739343,0.0003219668],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8210974,"threshold_uncertainty_score":0.9998579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06421904927691821,"score_gpt":0.3662108953404958,"score_spread":0.3019918460635775,"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."}}