{"id":"W4415447465","doi":"10.3390/v17111406","title":"Potential Vaccine or Antimicrobial Reagents: Simple Systems for Producing Lambda Display Particles (LDP) and Sheathed Lambda DNA Vaccine Particles (LDNAP)","year":2025,"lang":"en","type":"article","venue":"Viruses","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; Bill and Melinda Gates Foundation","keywords":"Lytic cycle; Capsid; Bacteriophage; Phage display; Phagemid; Gene; Plasmid; Antimicrobial peptides; Gene cassette","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005078251,0.0004749448,0.0003131095,0.0003387281,0.0001511694,0.0006975816,0.0004053164,0.0007439786,0.000803276],"category_scores_gemma":[0.0003172226,0.0002336203,0.0003325954,0.0001893957,0.0003339193,0.0006704406,0.0004409548,0.0006635459,0.0005822137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000352084,"about_ca_system_score_gemma":0.0002098475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001547601,"about_ca_topic_score_gemma":0.0002188027,"domain_scores_codex":[0.9996982,0.00007602226,0.0000193753,0.00006709428,0.0001051935,0.0000341531],"domain_scores_gemma":[0.9998885,0.00003090133,0.00003161314,0.00001162552,0.00001748877,0.0000198018],"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":[0.00004919572,0.00003610808,0.0001794798,0.0005130488,0.00001478805,0.0001201943,0.00006276531,0.00025214,0.9877641,0.0009201604,0.00009845183,0.009989576],"study_design_scores_gemma":[0.00002329479,0.0008785245,0.0006893931,0.00004895002,0.00003837825,0.0006885698,0.00003662319,0.0008824054,0.9721553,0.0002871985,0.02425347,0.00001790057],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.801652,0.04769375,0.1384005,0.0005074159,0.0003331684,0.0007477966,0.0005524128,0.0006907775,0.009422102],"genre_scores_gemma":[0.8929524,0.0179788,0.07748289,0.0002687704,0.0001004228,0.0003695197,0.0007962676,0.0000826719,0.009968241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000803276,"threshold_uncertainty_score":0.002687156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02084964047390395,"score_gpt":0.3033494903414365,"score_spread":0.2824998498675325,"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."}}