{"id":"W6920963302","doi":"10.6084/m9.figshare.19802438.v1","title":"Additional file 5 of Data-sharing and re-analysis for main studies assessed by the European Medicines Agency—a cross-sectional study on European Public Assessment Reports","year":2022,"lang":"en","type":"article","venue":"Figshare","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Table (database); Risk assessment; European union; Public access; Public health; Conformity assessment","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008640423,0.001529529,0.002556968,0.007875775,0.001166969,0.002844451,0.002368056,0.001874342,0.8709751],"category_scores_gemma":[0.1279316,0.0008916805,0.002443039,0.01081954,0.0005257832,0.002805891,0.002165317,0.001295498,0.1034784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002148116,"about_ca_system_score_gemma":0.004360055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007567727,"about_ca_topic_score_gemma":0.0124305,"domain_scores_codex":[0.9939756,0.001523204,0.002195319,0.0009872053,0.0008299524,0.0004887855],"domain_scores_gemma":[0.8416736,0.1315681,0.009158572,0.00715551,0.009180294,0.001263893],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0008941496,0.00009507854,0.003051853,0.02566336,0.0005148492,0.0001079395,0.0001372202,0.0007631102,0.000174896,0.002137556,0.9524091,0.01405076],"study_design_scores_gemma":[0.01364254,0.0004620315,0.03356512,0.02422815,0.001816291,0.0006532108,0.0008060025,0.002578192,0.0009859196,0.0265491,0.8943644,0.0003489623],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.0001354897,0.00004307614,0.0003405158,0.0001051609,0.0000312997,0.0002784534,0.9982015,0.000188482,0.0006759233],"genre_scores_gemma":[0.01473157,0.0004693779,0.01127744,0.001542001,0.000243042,0.01750201,0.9363539,0.001438586,0.01644206],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9913596,"threshold_uncertainty_score":0.1840382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2367688446142032,"score_gpt":0.3872893676792056,"score_spread":0.1505205230650024,"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."}}