{"id":"W2108241808","doi":"10.1007/s00253-013-4898-6","title":"Construction and analysis of a genetically tuneable lytic phage display system","year":2013,"lang":"en","type":"article","venue":"Applied Microbiology and Biotechnology","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Canadian Institutes of Health Research","keywords":"Plasmid; Lytic cycle; Green fluorescent protein; Biology; Bacteriophage; Capsid; Escherichia coli; Fusion protein; Molecular biology; Expression vector; Suppressor; Genetics; Virus; Gene; Recombinant DNA","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":[0.00008477997,0.0001174116,0.0004680459,0.0003274339,0.00006403361,0.000004974005,0.00005912574,0.000413249,0.00009434045],"category_scores_gemma":[0.000009711004,0.00008404095,0.0000476911,0.000327868,0.001165032,0.00001095237,0.0001107114,0.0001926367,0.00002322051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001204747,"about_ca_system_score_gemma":0.00001924414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008090399,"about_ca_topic_score_gemma":0.000009515064,"domain_scores_codex":[0.9992056,0.0000188688,0.000227828,0.000283886,0.00002922304,0.0002345761],"domain_scores_gemma":[0.9996112,0.00006740951,0.00006156868,0.0001577076,0.00004151193,0.00006058265],"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":[0.00009454389,0.00003011523,0.006907648,0.000125827,0.0006528943,0.000005742774,0.00001792466,2.979453e-7,0.9420648,0.03876175,0.00005557408,0.0112829],"study_design_scores_gemma":[0.002582899,0.001080294,0.06633835,0.0000762027,0.002524032,0.00266678,0.0009842716,0.001747322,0.9134958,0.0007550445,0.00729405,0.0004549476],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962954,0.000815652,0.0004367731,0.001225107,0.00002173873,0.0002942068,0.00003115283,0.00004139824,0.0008385646],"genre_scores_gemma":[0.995738,0.0003811154,0.003517831,0.0001181762,0.00001201765,0.00002141377,0.00006253646,0.000005197877,0.0001437177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0594307,"threshold_uncertainty_score":0.4292608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006292680015515835,"score_gpt":0.2270561600616418,"score_spread":0.220763480046126,"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."}}