{"id":"W2509500202","doi":"10.1016/j.aogh.2016.04.595","title":"An evaluation of transparency and accountability in Brazil’s pharmaceutical sector","year":2016,"lang":"en","type":"article","venue":"Annals of Global Health","topic":"Public Health in Brazil","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"","keywords":"Annals; Global health; Public health; Publication; Accountability; Transparency (behavior); Health care; Political science; Medicine; Public relations; Law; Nursing; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01162673,0.00007303781,0.0002458659,0.00003922706,0.00009056328,0.000007543662,0.0001923033,0.00009293782,0.0002278015],"category_scores_gemma":[0.0005743878,0.00005927454,0.00002719714,0.0003813751,0.0003733751,0.0004172391,0.00001174714,0.00005749467,0.000002330178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003203959,"about_ca_system_score_gemma":0.00305337,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01873523,"about_ca_topic_score_gemma":0.02436359,"domain_scores_codex":[0.9965961,0.001360366,0.0005487624,0.0002366378,0.000819083,0.0004390729],"domain_scores_gemma":[0.9986924,0.0001619598,0.0001769002,0.0001802361,0.0004151766,0.0003733106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001467534,0.0004198268,0.3599396,0.0001671853,0.000006523421,1.877859e-7,0.004203198,0.000002060907,0.00005668541,0.02604919,0.001034574,0.6079742],"study_design_scores_gemma":[0.0007866712,0.0002203347,0.9770651,0.00009724654,0.000004035155,3.754266e-7,0.0005254361,0.0001090174,0.00009245245,0.01712525,0.003894388,0.00007964337],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9528859,0.0007290603,0.00004765235,0.04209382,0.000138114,0.0004561741,0.0001500431,0.00001716757,0.003482105],"genre_scores_gemma":[0.9977499,0.0007901257,0.00008080568,0.001301729,0.00006098299,0.000009711761,0.000001481394,0.000002954624,0.000002284676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6171255,"threshold_uncertainty_score":0.9934393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2474212721651575,"score_gpt":0.5815098416596981,"score_spread":0.3340885694945406,"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."}}