{"id":"W4309347897","doi":"10.1002/cpz1.594","title":"Bacteriophage Isolation, Purification, and Characterization Techniques Against Ubiquitous Opportunistic Pathogens","year":2022,"lang":"en","type":"article","venue":"Current Protocols","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University; University of Alberta; National Research Council Canada","funders":"","keywords":"Acinetobacter baumannii; Bacteriophage; Phage therapy; Enterococcus faecium; Biology; Microbiology; Antibiotic resistance; Pseudomonas aeruginosa; Virology; Bacteria; Escherichia coli; Antibiotics; Genetics; Gene","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009410667,0.0009013201,0.0003745477,0.00112534,0.0005803713,0.0004985499,0.0004854801,0.0004495629,0.002315836],"category_scores_gemma":[0.001383689,0.0004407329,0.0004413312,0.0006740334,0.0003466315,0.0004398664,0.0004903743,0.0009093012,0.003777767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002326848,"about_ca_system_score_gemma":0.000630409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007172156,"about_ca_topic_score_gemma":0.001277604,"domain_scores_codex":[0.9992374,0.0001999949,0.00009018467,0.0001239312,0.000256103,0.00009233769],"domain_scores_gemma":[0.9994686,0.0001791792,0.0000605452,0.00009133511,0.0001598961,0.00004048575],"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":[0.00003124513,0.00002727867,0.0002161231,0.0002037293,0.000004416453,0.00003702092,0.00006194624,0.00006039197,0.9905121,0.0001480098,0.0004108043,0.008286932],"study_design_scores_gemma":[0.00001376962,0.0004019191,0.003449187,0.0001030613,0.00002337621,0.0003446486,0.00007688257,0.0003955451,0.9696059,0.0001942262,0.02537473,0.00001685179],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.417215,0.01315512,0.5261862,0.0007971202,0.0005630585,0.006900142,0.009225633,0.003202001,0.0227556],"genre_scores_gemma":[0.3386833,0.02116111,0.5724726,0.000567516,0.0001914256,0.007574172,0.02236318,0.0008798046,0.03610693],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002315836,"threshold_uncertainty_score":0.007747293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02604721498897171,"score_gpt":0.2883850160781717,"score_spread":0.2623378010892,"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."}}