{"id":"W2618619458","doi":"10.15173/m.v1i26.946","title":"Ebola Calls for Greater Transparency during Epidemic Emergencies","year":2014,"lang":"en","type":"article","venue":"The Meducator","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transparency (behavior); Medicine; Environmental health; Medical emergency; Computer security; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2356219,0.0006705496,0.001150081,0.003737868,0.007265096,0.02450136,0.004419773,0.01078167,0.01111692],"category_scores_gemma":[0.4553221,0.001027899,0.001253902,0.001932799,0.01073573,0.02882612,0.01796589,0.02354484,0.001969939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01356743,"about_ca_system_score_gemma":0.06112003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01750022,"about_ca_topic_score_gemma":0.02630387,"domain_scores_codex":[0.7761773,0.1707455,0.008116224,0.005079074,0.03001804,0.009863837],"domain_scores_gemma":[0.3703113,0.4757663,0.03763273,0.03105393,0.05454009,0.03069562],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003484779,0.0002533551,0.01028386,0.001990296,0.0001497159,0.0004149522,0.04006195,0.001092959,0.001487235,0.08998102,0.5079706,0.3459656],"study_design_scores_gemma":[0.0002689353,0.0002493453,0.01526679,0.006305578,0.00009081669,0.0004146194,0.02220235,0.001489525,0.001944938,0.1361672,0.8153126,0.0002873742],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003248997,0.002488477,0.004426378,0.9739008,0.00322238,0.00007271121,0.0001228454,0.0002249803,0.01229229],"genre_scores_gemma":[0.4762265,0.0118376,0.03778257,0.4437662,0.0160402,0.0006364521,0.0005019122,0.0006479656,0.01256055],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.7643781,"threshold_uncertainty_score":0.9426142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03939840817839377,"score_gpt":0.3369436915398695,"score_spread":0.2975452833614757,"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."}}