{"id":"W4385859225","doi":"10.2139/ssrn.4541700","title":"Diversified Repertoire of Phage Defenses in Klebsiella pneumoniae: Bi-Directional Steering Effects Impacting Antibiotic Susceptibility","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Klebsiella pneumoniae; Microbiology; Antibiotics; Repertoire; Biology; Klebsiella; Virology; Escherichia coli; Genetics; Gene; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002350968,0.0002278814,0.0003641297,0.0002449646,0.000180635,0.0008568435,0.0001344101,0.0004304752,0.001851684],"category_scores_gemma":[0.0005424442,0.0001801996,0.0002006281,0.0002581821,0.0002092652,0.0003170659,0.0005211833,0.0004402723,0.0005961762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001944273,"about_ca_system_score_gemma":0.0001962781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003595769,"about_ca_topic_score_gemma":0.0004678972,"domain_scores_codex":[0.9997805,0.00003226415,0.00001199795,0.00006730932,0.00004649747,0.00006148247],"domain_scores_gemma":[0.9996284,0.00009656701,0.00008412577,0.0000471753,0.00005364215,0.00009003653],"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":[0.0003019081,0.0000357383,0.01459993,0.00007243072,0.00002412407,0.00006392792,0.0001237732,0.001037436,0.9735101,0.0004016209,0.000120682,0.009708255],"study_design_scores_gemma":[0.00005765179,0.0009034203,0.6028596,0.00006300091,0.0001715916,0.001629026,0.001889617,0.03398403,0.3474391,0.005222299,0.005616991,0.000163727],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980208,0.0002745273,0.0008943653,0.00003945861,0.000006703713,0.000002000278,0.0001320293,0.00003406801,0.0005961821],"genre_scores_gemma":[0.9984206,0.0001648201,0.0006116842,0.00003649147,0.000004451553,0.000003587883,0.000171666,0.00001652716,0.0005702302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001851684,"threshold_uncertainty_score":0.006194472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01321217610375022,"score_gpt":0.2525984467778152,"score_spread":0.239386270674065,"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."}}