{"id":"W4210929621","doi":"10.3390/vaccines10020250","title":"Optimization, Production, Purification and Characterization of HIV-1 GAG-Based Virus-like Particles Functionalized with SARS-CoV-2","year":2022,"lang":"en","type":"article","venue":"Vaccines","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Allergy and Infectious Diseases; National Institutes of Health; Universitat Autònoma de Barcelona; McGill University","keywords":"Bioprocess; Recombinant DNA; Virus; Transferability; Coronavirus; Virology; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus disease 2019 (COVID-19); Bioreactor; Virus-like particle; Computational biology; Chemistry; Biology; Computer science; Gene; Biochemistry; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002646912,0.0001246189,0.0002021808,0.0002376231,0.0002017332,0.00002196524,0.00006828497,0.00003287522,0.00007595694],"category_scores_gemma":[0.00009135117,0.0001060446,0.00003266374,0.0006962155,0.0000442495,0.0001543992,0.00003222462,0.0001042487,0.000005485955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000515061,"about_ca_system_score_gemma":0.0002010894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003626537,"about_ca_topic_score_gemma":0.000008929135,"domain_scores_codex":[0.9987639,0.00009070447,0.0002791009,0.000326537,0.000385496,0.000154232],"domain_scores_gemma":[0.99911,0.00003079748,0.0001544579,0.0002873845,0.0003987388,0.00001858893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002170319,0.0003435525,0.07138456,0.0001299304,0.00005252043,0.000003139467,0.0001804874,0.0006682954,0.9234874,0.00006149954,0.0005718032,0.0009464782],"study_design_scores_gemma":[0.003099546,0.0005027174,0.07143839,0.00004133544,0.0001222755,0.00005626746,0.0001256347,0.0222469,0.8349622,0.00003626162,0.06716865,0.0001997703],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908143,0.0001151221,0.00576487,0.002432149,0.0001130691,0.0005972284,0.00002418499,0.00008453504,0.00005459407],"genre_scores_gemma":[0.9921752,0.00001163676,0.001130707,0.00585207,0.000152234,0.0003195124,0.0002058505,0.00003706447,0.0001157115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08852515,"threshold_uncertainty_score":0.4324372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03278829507858878,"score_gpt":0.2906592270320729,"score_spread":0.2578709319534841,"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."}}