{"id":"W2541910387","doi":"10.1007/s40264-016-0457-2","title":"On Designs for Vaccine Surveillance","year":2016,"lang":"en","type":"letter","venue":"Drug Safety","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Postmarketing surveillance; Virology; Pharmacology; Adverse effect","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":[0.0009177959,0.0002596238,0.0004168903,0.00008928106,0.0005621683,0.00005530934,0.0005124285,0.0004665855,0.001102882],"category_scores_gemma":[0.000403058,0.0002039509,0.0002420484,0.0001238743,0.00001231842,0.0001005125,0.00003047027,0.0004525901,0.0003979526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002382185,"about_ca_system_score_gemma":0.0002565111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000185003,"about_ca_topic_score_gemma":0.0008614258,"domain_scores_codex":[0.997885,0.000291111,0.0003005184,0.0004680157,0.0003856199,0.0006696892],"domain_scores_gemma":[0.9971997,0.001966959,0.0001860938,0.0004160743,0.0001601187,0.00007111473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006161436,0.000007166969,0.0002204682,0.00003352481,0.00002554385,0.00002308317,0.0004751476,4.651814e-7,0.000001947462,0.003186659,0.9917641,0.00420025],"study_design_scores_gemma":[0.0005299553,0.00003284662,0.0004568416,0.00008226629,0.00001310273,3.637525e-7,0.00002692369,7.793198e-7,0.00000780033,0.006906604,0.9916258,0.0003167473],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00006954059,0.0002346605,0.002000541,0.9570946,0.001346108,0.0007426106,0.0003162935,0.0001343454,0.03806137],"genre_scores_gemma":[0.005103151,0.0008278616,0.0002002773,0.8034198,0.02857949,0.0001118852,0.0002517197,0.0001015563,0.1614043],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1536748,"threshold_uncertainty_score":0.9998102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02706476338172513,"score_gpt":0.298077720436315,"score_spread":0.2710129570545899,"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."}}