{"id":"W4391778687","doi":"10.1038/s41598-024-53276-w","title":"Investigation into scalable and efficient enterotoxigenic Escherichia coli bacteriophage production","year":2024,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"RTDS Technologies (Canada); University of Manitoba","funders":"Mitacs; University of Manitoba","keywords":"Multiplicity of infection; Bacteriophage; Titer; Escherichia coli; Microbiology; Phage therapy; Lysis; Biology; Bacteria; Virology; Molecular biology; Gene; Virus; Genetics","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":[0.0007460535,0.0004357299,0.0002921648,0.0002176187,0.0001899969,0.0006547066,0.0002714329,0.0003815819,0.000550842],"category_scores_gemma":[0.0008564823,0.0001311629,0.0002576161,0.0002829916,0.0002338893,0.0004487096,0.0004048271,0.0006178851,0.0003164209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003405394,"about_ca_system_score_gemma":0.0003956815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004185532,"about_ca_topic_score_gemma":0.0005812631,"domain_scores_codex":[0.9995798,0.00007909204,0.00003929446,0.00007475262,0.0001589842,0.00006802825],"domain_scores_gemma":[0.9996641,0.0001097061,0.00006463049,0.0000360466,0.00008758267,0.0000379959],"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":[0.00001676716,0.00003984132,0.0001877379,0.00006688144,0.000002754625,0.0000401754,0.00001666568,0.0001851569,0.9981096,0.0000610826,0.00002510437,0.001248302],"study_design_scores_gemma":[0.000005198404,0.0004776045,0.001702116,0.00001609878,0.000009224445,0.00008826164,0.00004989437,0.001095759,0.9949404,0.0000487467,0.001558499,0.000008142983],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.974959,0.00102501,0.02172115,0.0001481863,0.00004120561,0.0002151597,0.0003136042,0.0001277403,0.001448906],"genre_scores_gemma":[0.9700795,0.001691346,0.02560825,0.0000560128,0.000012559,0.0001202572,0.0008353563,0.00005252535,0.001544198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007460535,"threshold_uncertainty_score":0.003945589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008779664207157109,"score_gpt":0.2221328892486815,"score_spread":0.2133532250415244,"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."}}