{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005018892,0.0002452844,0.0003179885,0.00009518941,0.0002400757,0.0001643246,0.0002595687,0.0001785363,0.00001613587],"category_scores_gemma":[0.0007068677,0.0001798731,0.00008516893,0.0001736015,0.00008741624,0.00001935625,0.0002835861,0.00009032545,0.000009007168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001809812,"about_ca_system_score_gemma":0.0001409438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001437582,"about_ca_topic_score_gemma":0.0002318241,"domain_scores_codex":[0.9981259,0.00007784487,0.0005447196,0.0004788501,0.0001990676,0.0005736751],"domain_scores_gemma":[0.999029,0.00007138288,0.0001096468,0.0004420433,0.0001698499,0.0001780644],"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":[0.001210167,0.0002082206,0.005732134,0.0005539368,0.0002036614,0.00000584502,0.00009707277,0.00006488824,0.9522594,0.00006755248,0.02988344,0.009713665],"study_design_scores_gemma":[0.003342151,0.0008118087,0.007385098,0.0001494492,0.0001400009,0.0000191108,0.000387048,0.003884944,0.8859922,0.0001214426,0.09736928,0.0003974634],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932709,0.001140577,0.003446723,0.0007131707,0.0003874622,0.0008040855,0.0001695817,0.00003495682,0.00003250743],"genre_scores_gemma":[0.9956705,0.001508011,0.0007881778,0.0007032923,0.0004777032,0.00008225674,0.0001480826,0.00002736542,0.0005945971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06748583,"threshold_uncertainty_score":0.733501,"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."}}