{"id":"W3201772361","doi":"10.1038/s41598-021-98706-1","title":"Optimizing the synthesis and purification of MS2 virus like particles","year":2021,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Virus-based gene therapy research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"Ferdowsi University of Mashhad","keywords":"Virus; Computer science; Virology; Computational biology; Biology","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":[0.0007681272,0.0004916546,0.0003292974,0.0003407092,0.000286363,0.0005057134,0.0002965709,0.0004109976,0.0006334513],"category_scores_gemma":[0.00068755,0.000206259,0.0002312598,0.0003745429,0.0002013302,0.0004011802,0.0002650779,0.0004758954,0.0005502633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004199379,"about_ca_system_score_gemma":0.0004930682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007450439,"about_ca_topic_score_gemma":0.00137131,"domain_scores_codex":[0.999622,0.00007047263,0.00005097035,0.00008120948,0.0001318218,0.00004345786],"domain_scores_gemma":[0.9998379,0.00003979211,0.00003455485,0.00001352612,0.00005374639,0.00002044347],"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":[0.00002435383,0.00001508053,0.0001547838,0.00008456304,0.000004750209,0.00004266923,0.00003146463,0.000280533,0.9968649,0.0001094326,0.00005092836,0.002336541],"study_design_scores_gemma":[0.000006104318,0.00009538193,0.0005872109,0.000009014966,0.000009273401,0.00008634133,0.00002039908,0.001111297,0.9939459,0.00006797262,0.004053224,0.00000794049],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8540052,0.003919048,0.13572,0.0002696571,0.0001532607,0.001008329,0.001242927,0.0005584091,0.003123235],"genre_scores_gemma":[0.7324294,0.003840216,0.2541676,0.000168937,0.00004593113,0.0008304447,0.003060129,0.0002669289,0.005190359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007681272,"threshold_uncertainty_score":0.004062295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02329651050057112,"score_gpt":0.2850061800607643,"score_spread":0.2617096695601931,"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."}}