{"id":"W7067575502","doi":"","title":"Monitoring signals for vaccine safety: the assessment of individual adverse event reports by an expert advisory committee","year":2000,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Adverse effect; Causality (physics); Advisory committee; Causation; Task (project management); Event (particle physics); Vaccine safety","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002350445,0.0002981097,0.0005257044,0.0001380518,0.0002711357,0.000218519,0.00186608,0.0001537431,0.00205324],"category_scores_gemma":[0.0001979375,0.0002335899,0.0002280592,0.0002136141,0.00007354832,0.0001240083,0.0005367561,0.0002981141,9.141264e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003838021,"about_ca_system_score_gemma":0.0001510245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001269936,"about_ca_topic_score_gemma":0.000007634631,"domain_scores_codex":[0.9971509,0.0002880768,0.001279017,0.0003370938,0.0006129011,0.0003320025],"domain_scores_gemma":[0.9974484,0.0001423878,0.001205205,0.0007890894,0.0002439551,0.0001709327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004560245,0.0006050711,0.4133151,0.0001367893,0.0006766669,0.00001010488,0.0004519493,0.008280195,0.4228932,0.000006758165,0.0742707,0.07889745],"study_design_scores_gemma":[0.001523393,0.0002361363,0.5354184,0.0003954043,0.0001803609,0.00006237529,0.0004718575,0.001019158,0.2901417,0.0003238277,0.169506,0.0007213639],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986762,0.007220889,0.002664851,0.000213035,0.000364878,0.0009143309,0.0001124402,0.00001560222,0.001731933],"genre_scores_gemma":[0.9900293,0.006417363,0.002189805,0.0003266251,0.0002902797,0.00008334627,0.0001738835,0.00005198054,0.0004374111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1327514,"threshold_uncertainty_score":0.998859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09408474432173544,"score_gpt":0.5186991693746825,"score_spread":0.4246144250529471,"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."}}