{"id":"W2059799806","doi":"10.4155/bio.11.47","title":"Conference Report: The 1St Conference in Asia-Pacific on Recent Issues in Bioanalysis","year":2011,"lang":"en","type":"article","venue":"Bioanalysis","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"BioPhage Pharma (Canada)","funders":"U.S. Food and Drug Administration; Korea Food and Drug Administration","keywords":"Excellence; Asia pacific; Political science; Library science; Bioanalysis; Business; Computer science; Nanotechnology; International trade; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001689032,0.0003636369,0.0008450683,0.0006412431,0.0001313895,0.00005089219,0.0006587304,0.0004389979,0.006726981],"category_scores_gemma":[0.0004967382,0.0002304294,0.0003092405,0.001951154,0.0006624185,0.00008017266,0.0001357928,0.000625096,0.0002695634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009837479,"about_ca_system_score_gemma":0.00009037394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001606157,"about_ca_topic_score_gemma":0.002918364,"domain_scores_codex":[0.9965463,0.0009354324,0.0009665533,0.0008164836,0.0001329056,0.0006023031],"domain_scores_gemma":[0.9981285,0.000231049,0.0003192133,0.001066459,0.0001984597,0.00005627956],"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":[0.001854747,0.00544693,0.4189103,0.00009525361,0.006669653,0.001984714,0.007995088,0.00002027738,0.03008306,0.0524324,0.007141285,0.4673662],"study_design_scores_gemma":[0.003176051,0.0008850996,0.2767444,0.0003612257,0.002539041,0.0001828262,0.01357398,0.0008728924,0.105988,0.00970889,0.5835362,0.002431406],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.320222,0.06796341,0.002464491,0.1118183,0.003690535,0.003252535,0.0004002362,0.00060759,0.4895809],"genre_scores_gemma":[0.9885751,0.003134936,0.0007667133,0.0002815794,0.00002265837,0.0000385963,0.00004402918,0.00001546075,0.007120951],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6683531,"threshold_uncertainty_score":0.994181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0883064087309833,"score_gpt":0.3123830651235566,"score_spread":0.2240766563925733,"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."}}