{"id":"W4406418403","doi":"10.1016/j.clinmicnews.2025.01.002","title":"Phage therapy to treat unresponsive infections: A primer for the clinical microbiology laboratory staff","year":2025,"lang":"en","type":"article","venue":"Clinical Microbiology Newsletter","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Joseph's Health Centre; Maple Leaf Foods; McMaster University; University of Toronto; University of Ottawa","funders":"Canadian Institutes of Health Research; Temerty Faculty of Medicine, University of Toronto; Centre for Research on Pandemic Preparedness and Health Emergencies","keywords":"Phage therapy; Primer (cosmetics); Clinical microbiology; Microbiology; Medicine; Intensive care medicine; Biology; Bacteriophage; Chemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001133421,0.0003322979,0.0005738676,0.00008006751,0.0003968712,0.00004954636,0.0006122857,0.0005622588,0.00229442],"category_scores_gemma":[0.0006458795,0.0002238047,0.0005253637,0.000364454,0.001204593,0.0001016926,0.0004180843,0.000715054,0.001934153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001149473,"about_ca_system_score_gemma":0.00008679466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008736662,"about_ca_topic_score_gemma":0.000205558,"domain_scores_codex":[0.9964777,0.0008876417,0.001117363,0.0009176543,0.00001787726,0.0005817608],"domain_scores_gemma":[0.9946824,0.004142891,0.000219056,0.000757781,0.00007167685,0.0001262115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004469434,0.0004778281,0.005006124,0.000002488155,0.0001378634,0.000002188498,0.00004326057,0.000006291871,0.576708,0.00001880308,0.4028109,0.01433925],"study_design_scores_gemma":[0.001667697,0.0007818374,0.02009944,0.00001565688,0.00008671042,0.00002254846,0.00003231788,0.000002568008,0.008832559,0.00004298948,0.9681737,0.0002419401],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9538306,0.0002829742,0.003519156,0.03512338,0.004293934,0.001848371,0.0003879694,0.00009396231,0.000619656],"genre_scores_gemma":[0.5185944,0.001213382,0.005562442,0.4410395,0.002124039,0.001058704,0.0002878303,0.000134792,0.02998489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5678754,"threshold_uncertainty_score":0.998843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03399464551068721,"score_gpt":0.37698582504717,"score_spread":0.3429911795364828,"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."}}