{"id":"W2024454736","doi":"10.1016/j.biologicals.2009.08.018","title":"WHO/KFDA workshop on stability evaluation of vaccines, Seoul, Korea, 23–25 April 2008","year":2009,"lang":"en","type":"article","venue":"Biologicals","topic":"Hepatitis B Virus Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Canada","funders":"","keywords":"Stability (learning theory); Food and drug administration; Computer science; Operations research; Estimation; Risk analysis (engineering); Medicine; Engineering; Machine learning; Systems engineering","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":[0.01814514,0.001889184,0.0009880258,0.002359409,0.001019749,0.002205473,0.002924576,0.003039093,0.008671763],"category_scores_gemma":[0.005828552,0.0008679591,0.001226201,0.001085392,0.001381302,0.002063174,0.002457438,0.001934996,0.00339461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002434058,"about_ca_system_score_gemma":0.006599112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008961077,"about_ca_topic_score_gemma":0.01224728,"domain_scores_codex":[0.9964756,0.001312802,0.000397869,0.0002351122,0.00108623,0.0004923551],"domain_scores_gemma":[0.9958647,0.0007506366,0.0004715348,0.0003193889,0.0021484,0.000445268],"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":[0.001501537,0.0007193628,0.004978497,0.002113126,0.0001426353,0.0006980384,0.00102595,0.001899689,0.02360188,0.004695337,0.4162228,0.5424012],"study_design_scores_gemma":[0.00009834973,0.000603455,0.009220886,0.001420382,0.0001456623,0.0007438345,0.0006256266,0.0003957775,0.02146202,0.002005388,0.9632395,0.00003920384],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.05992718,0.5802183,0.0638669,0.1023695,0.03298468,0.004041365,0.0103367,0.001494075,0.1447614],"genre_scores_gemma":[0.2586879,0.2611804,0.1007792,0.01846894,0.01074775,0.002992606,0.01736788,0.001170564,0.3286047],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01814514,"threshold_uncertainty_score":0.09596187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1377073172535528,"score_gpt":0.3691691147139965,"score_spread":0.2314617974604437,"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."}}