{"id":"W3193296735","doi":"10.36108/jrrslasu/1202.80.0130","title":"FOSIC2020: Science and Technology in Combating Current and Future Global Challenges (LASU Virtual Conference, 2- 4 December 2020)","year":2021,"lang":"en","type":"article","venue":"JOURNAL OF RESEARCH AND REVIEW IN SCIENCE","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Johannesburg; University of Waterloo; Division of Environmental Biology; Massachusetts General Hospital","keywords":"Theme (computing); Political science; Pandemic; Coronavirus disease 2019 (COVID-19); Library science; Engineering ethics; Engineering; Medicine; Operations research; Geography; Computer science; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":true,"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":[0.003172708,0.001455186,0.000428374,0.001010853,0.001440652,0.006306979,0.000919449,0.003200466,0.08830029],"category_scores_gemma":[0.001763151,0.0002638275,0.0005348422,0.0006851619,0.0008940574,0.00321993,0.003557551,0.002964218,0.02748236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001590732,"about_ca_system_score_gemma":0.004935235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002104435,"about_ca_topic_score_gemma":0.003775658,"domain_scores_codex":[0.9991799,0.0001415213,0.00002540276,0.00007526748,0.0002512407,0.0003267388],"domain_scores_gemma":[0.9983368,0.0001336266,0.00006247389,0.00004963445,0.0003686028,0.001048845],"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":[0.0001198806,0.00005085887,0.0002328401,0.0002450958,0.000005266182,0.00008981152,0.00008783284,0.0003170602,0.001300062,0.009571189,0.9340357,0.05394443],"study_design_scores_gemma":[0.00001042883,0.00005907828,0.0004682911,0.0001057434,0.000002472524,0.0000464243,0.0001521453,0.0002082995,0.0004368147,0.002347384,0.9961541,0.000008915608],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009666181,0.08203075,0.009513218,0.09538391,0.2304443,0.0004480441,0.008242407,0.002740234,0.561531],"genre_scores_gemma":[0.07892855,0.04051976,0.008774485,0.02067856,0.02021588,0.0004896963,0.01079684,0.001105367,0.8184909],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08830029,"threshold_uncertainty_score":0.2953939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05068029076328866,"score_gpt":0.4065679405721476,"score_spread":0.3558876498088589,"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."}}