{"id":"W2407944323","doi":"10.1007/978-1-60327-164-6_25","title":"Generalized Transduction by Lytic Bacteriophages","year":2009,"lang":"en","type":"article","venue":"Methods in molecular biology","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Queen's University; Public Health Agency of Canada","funders":"","keywords":"Lytic cycle; Transduction (biophysics); Virulence; Microbiology; Biology; Bacteriophage; Escherichia coli; Bacteria; Temperateness; Virology; Virus; Genetics; Gene; Biochemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002974015,0.0001247471,0.0001720983,0.00004227281,0.00004038382,0.00001419123,0.0001467535,0.0001200668,0.002237641],"category_scores_gemma":[0.00003097361,0.0001170058,0.00007150701,0.0001739967,0.00008798783,0.00006374829,0.00002839734,0.0001427983,0.00005759999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007873039,"about_ca_system_score_gemma":0.00000327026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001857482,"about_ca_topic_score_gemma":0.00001561803,"domain_scores_codex":[0.9987509,0.0004643339,0.0002073209,0.0003031478,0.00003026256,0.0002440292],"domain_scores_gemma":[0.9996991,0.00002356109,0.00004577142,0.0001821719,0.000003305205,0.00004605612],"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":[0.00001155883,0.00004915653,0.00008213369,7.288612e-7,0.000003998537,0.000004813361,0.0000495706,0.00002241485,0.9493958,0.0001236015,0.0002192153,0.05003697],"study_design_scores_gemma":[0.0003797794,0.000153658,0.009276286,0.000004173644,0.00001227752,0.00003634446,0.0000100952,0.00009445303,0.9385865,0.002814566,0.04843128,0.0002005748],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.4346317,0.0001677484,0.5609955,0.0009867881,0.0002667482,0.0001499227,0.000006858943,0.00003457452,0.002760113],"genre_scores_gemma":[0.1713045,0.0001017526,0.825397,0.002112294,0.00003079281,0.00001841522,0.00003837616,0.00001512854,0.0009818305],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2644014,"threshold_uncertainty_score":0.9986745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01188218860784435,"score_gpt":0.3517295326403323,"score_spread":0.339847344032488,"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."}}