{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005698462,0.0003217916,0.0001275541,0.001107391,0.0003544179,0.0004663875,0.0003240773,0.0002848181,0.0005079817],"category_scores_gemma":[0.00137476,0.0001518286,0.0001898323,0.0006239708,0.000200848,0.0003596804,0.0005547476,0.0002080548,0.0001594421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000513965,"about_ca_system_score_gemma":0.0006002674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01083961,"about_ca_topic_score_gemma":0.01238592,"domain_scores_codex":[0.9995428,0.0001092077,0.00009212329,0.00009060359,0.00009719465,0.00006804566],"domain_scores_gemma":[0.9985643,0.0001877622,0.0006215894,0.0000748942,0.0003967961,0.0001546564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008356669,0.00004539064,0.9895507,0.0000358171,0.00001543267,0.0001203215,0.0005513409,0.00005006115,0.002813422,0.00001160071,0.00009750166,0.006624848],"study_design_scores_gemma":[0.000005770406,0.0003729215,0.995189,0.000018276,0.00001823866,0.0005934338,0.001427479,0.0002776403,0.001588032,0.000008121157,0.0004945352,0.000006638683],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992261,0.0001003728,0.000145582,0.00003134261,0.00000229193,0.00002238172,0.0003168711,0.000003932033,0.0001511873],"genre_scores_gemma":[0.9986136,0.000165699,0.0004797959,0.00003602153,0.000005921756,0.00002126349,0.0004899026,8.794009e-7,0.0001868009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01083961,"threshold_uncertainty_score":0.02155304,"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."}}