{"id":"W3202974838","doi":"10.3390/microorganisms9102024","title":"A Multi-Point Surveillance for Antimicrobial Resistance Profiles among Clinical Isolates of Gram-Negative Bacteria Recovered from Major Ha’il Hospitals, Saudi Arabia","year":2021,"lang":"en","type":"article","venue":"Microorganisms","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; McGill University","funders":"University of Hail","keywords":"Acinetobacter baumannii; Proteus mirabilis; Klebsiella pneumoniae; Pseudomonas aeruginosa; Microbiology; Antibiotic resistance; Acinetobacter; Drug resistance; Biology; Medicine; Bacteria; Antibiotics; Escherichia coli","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004183556,0.0004022502,0.001038993,0.00005426671,0.0002621976,0.00004941904,0.0004064884,0.0005504608,0.0004674036],"category_scores_gemma":[0.0006124035,0.0003728228,0.000386238,0.0002178,0.000751999,0.0001377748,0.0001775196,0.0003751743,0.0001340808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005393382,"about_ca_system_score_gemma":0.0002372993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002311293,"about_ca_topic_score_gemma":0.001820284,"domain_scores_codex":[0.9970321,0.0004273028,0.001086865,0.000827367,0.00004182784,0.000584516],"domain_scores_gemma":[0.9975829,0.0006457121,0.0006540687,0.0006423113,0.0004221985,0.00005286314],"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":[0.0006584119,0.0004264636,0.03919531,0.000157067,0.0005784559,0.00001573611,0.0005114256,2.650484e-7,0.9466254,0.00003823834,0.01164202,0.0001512522],"study_design_scores_gemma":[0.00353042,0.000145971,0.1352578,0.0003781237,0.00008969678,0.000009908068,0.0004606007,0.000001565117,0.8566675,0.0002711753,0.002747576,0.0004397174],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861704,0.002812532,0.003077062,0.0005128401,0.001680701,0.000686153,0.004916978,0.00008794657,0.00005537603],"genre_scores_gemma":[0.9649343,0.0005594253,0.02690376,0.0002017861,0.0001134634,0.00001382943,0.001295334,0.00007622253,0.00590188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0960625,"threshold_uncertainty_score":0.9998724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01227666572775496,"score_gpt":0.2468766159256221,"score_spread":0.2345999501978671,"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."}}