{"id":"W3160701503","doi":"10.1016/j.biologicals.2021.04.005","title":"IABS/CEPI platform technology webinar: Is it possible to reduce the vaccine development time?","year":2021,"lang":"en","type":"article","venue":"Biologicals","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada","funders":"Coalition for Epidemic Preparedness Innovations; World Health Organization; Bill and Melinda Gates Foundation","keywords":"Preparedness; Standardization; Coronavirus disease 2019 (COVID-19); Alliance; Pandemic; Joint venture; Emerging technologies; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Business; Technology development; Process (computing); Computer science; Risk analysis (engineering); Process management; Infectious disease (medical specialty); Engineering; Medicine; Disease; Political science; Management; Manufacturing 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01645696,0.0006827898,0.0004661826,0.001362188,0.001181766,0.005651732,0.001529058,0.00360743,0.05197534],"category_scores_gemma":[0.02102933,0.0004144824,0.0004336208,0.001053034,0.0007662044,0.007168413,0.001820005,0.003482013,0.02960642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001761583,"about_ca_system_score_gemma":0.005312097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003470643,"about_ca_topic_score_gemma":0.005340902,"domain_scores_codex":[0.9957072,0.001717008,0.0002587139,0.0002852624,0.001454567,0.0005772245],"domain_scores_gemma":[0.9849764,0.004144653,0.001189823,0.0006629421,0.00491204,0.004114248],"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":[0.0005060313,0.0004109161,0.001913086,0.000793857,0.00001675991,0.0001692904,0.0004911038,0.0002589322,0.004798701,0.006870841,0.6346298,0.3491408],"study_design_scores_gemma":[0.00009827645,0.0003096586,0.003209972,0.0004572282,0.00001792449,0.0002390881,0.0008583505,0.0009310193,0.003432336,0.003142159,0.9872568,0.00004719904],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.03102679,0.03803599,0.06281698,0.5598559,0.02096514,0.001665432,0.003955323,0.01443088,0.2672475],"genre_scores_gemma":[0.273058,0.05527163,0.2226754,0.104488,0.007941269,0.00256697,0.01539218,0.006193588,0.3124129],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05197534,"threshold_uncertainty_score":0.1738749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0818162448890902,"score_gpt":0.3779631387628289,"score_spread":0.2961468938737387,"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."}}