{"id":"W2000722814","doi":"10.1016/j.vaccine.2012.10.117","title":"A global regulatory science agenda for vaccines","year":2013,"lang":"en","type":"review","venue":"Vaccine","topic":"Antimicrobial Resistance in Staphylococcus","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada","funders":"","keywords":"Regulatory science; Risk analysis (engineering); Quality (philosophy); Process (computing); Action plan; Business; Management science; Political science; Process management; Computer science; Medicine; Engineering; Economics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004542313,0.000641415,0.002468902,0.0003578697,0.0002086982,0.00007654068,0.0006425633,0.0003473025,0.0002866911],"category_scores_gemma":[0.0006698645,0.0004651344,0.0007733204,0.001608971,0.00006830745,0.0001554826,0.0002064338,0.000233732,0.0002723123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007329821,"about_ca_system_score_gemma":0.001927854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002158336,"about_ca_topic_score_gemma":0.00001321896,"domain_scores_codex":[0.9968923,0.00003059819,0.0008861408,0.000968542,0.0004293144,0.0007930957],"domain_scores_gemma":[0.997293,0.0001472339,0.0004919703,0.001203107,0.0005507403,0.0003139285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004909751,0.00007337188,0.00007574321,0.02015167,0.0001389021,0.00002088026,0.000005340137,1.279995e-7,0.00003169455,0.0004759452,0.1213811,0.8575961],"study_design_scores_gemma":[0.0008327562,0.0001528593,0.0003604333,0.01016934,0.001210224,0.0001699991,0.000005171281,0.000004577442,0.00001451906,0.0000710516,0.9865968,0.0004122938],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001102094,0.9932101,0.0002282895,0.0001262569,0.0007965996,0.003931103,0.0001775706,0.00015742,0.001262423],"genre_scores_gemma":[0.00005028399,0.9906843,0.003700044,0.0002211319,0.0008374787,0.0003807909,0.0001006484,0.00009576801,0.003929588],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8652157,"threshold_uncertainty_score":0.9997801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05111757398055051,"score_gpt":0.3697726914081,"score_spread":0.3186551174275495,"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."}}