{"id":"W2040174541","doi":"10.1371/journal.pmed.1001793","title":"Humanitarian Access to Unapproved Interventions in Public Health Emergencies of International Concern","year":2015,"lang":"en","type":"article","venue":"PLoS Medicine","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Institute of Allergy and Infectious Diseases","keywords":"Psychological intervention; Public health; Humanitarian aid; Medicine; Public health interventions; Global health; Political science; Medical emergency; Environmental health; Law; Nursing","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008108182,0.00008826561,0.0003280483,0.000637953,0.00003210866,0.0000132193,0.0001991089,0.00003577711,0.001061824],"category_scores_gemma":[0.001157318,0.00006840289,0.00005720086,0.0005973518,0.0001142033,0.0001592099,0.0001404724,0.0001906311,0.00002913305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002418081,"about_ca_system_score_gemma":0.0002860222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002413504,"about_ca_topic_score_gemma":0.001867415,"domain_scores_codex":[0.9985377,0.00007030006,0.0005046508,0.0001753966,0.0004799149,0.0002320328],"domain_scores_gemma":[0.9988407,0.00003143577,0.00009530802,0.0001841346,0.0004750311,0.0003733177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006813567,0.006312284,0.671446,0.001760641,0.001042867,0.0001001713,0.02555345,0.00005910288,0.01586531,0.01461457,0.2032238,0.05934051],"study_design_scores_gemma":[0.01989701,0.01418848,0.6830547,0.006682192,0.0001581271,0.0001076759,0.02079452,0.004253822,0.003133289,0.001767569,0.245346,0.0006165705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7507254,0.001050398,0.002968854,0.198988,0.001085485,0.00139324,0.00002822298,0.00008402955,0.04367629],"genre_scores_gemma":[0.9968118,0.0001031659,0.0001492417,0.000997333,0.0002764922,0.00005112716,0.0000655629,0.00001230865,0.001532972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2460863,"threshold_uncertainty_score":0.9998513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5711455869177352,"score_gpt":0.4953620031798816,"score_spread":0.0757835837378536,"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."}}