{"id":"W4200482324","doi":"10.5731/pdajpst.2021.012676","title":"Proceedings of the 2019 Viral Clearance Symposium: Introduction","year":2021,"lang":"en","type":"article","venue":"PDA Journal of Pharmaceutical Science and Technology","topic":"Bacillus and Francisella bacterial research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Food and drug administration; Coronavirus disease 2019 (COVID-19); Upstream (networking); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; 2019-20 coronavirus outbreak; Computer science; Medicine; Risk analysis (engineering); Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002897689,0.001336331,0.0005130043,0.001594879,0.001984217,0.006267663,0.001310689,0.003816417,0.05989831],"category_scores_gemma":[0.002891736,0.0004460559,0.0007731483,0.0008992031,0.0006434593,0.002123398,0.002444892,0.004229362,0.03123013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00242937,"about_ca_system_score_gemma":0.003379981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003125783,"about_ca_topic_score_gemma":0.007909001,"domain_scores_codex":[0.9985144,0.0002028623,0.00009302099,0.0001623087,0.0007979726,0.0002295171],"domain_scores_gemma":[0.9971496,0.0002082102,0.0001477826,0.00006712553,0.001461837,0.0009654465],"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":[0.00009273292,0.00008432742,0.0001738477,0.0003580685,0.000007141827,0.0001523171,0.0000935735,0.0001440075,0.001210181,0.001632811,0.9361315,0.05991942],"study_design_scores_gemma":[0.000004994637,0.00003422766,0.0002548752,0.000133238,0.000003201791,0.00008647133,0.00006745179,0.00002816578,0.000183821,0.0003431969,0.9988506,0.000009708756],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.004043095,0.09125724,0.005823912,0.1001847,0.52175,0.0006684312,0.001547451,0.0008726238,0.2738525],"genre_scores_gemma":[0.0207444,0.07805671,0.005056242,0.03381748,0.195863,0.0004448799,0.003362461,0.0005705108,0.6620842],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.05989831,"threshold_uncertainty_score":0.2003798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007937996285068978,"score_gpt":0.2864716509226188,"score_spread":0.2785336546375499,"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."}}