{"id":"W4317567726","doi":"10.2147/idr.s397513","title":"Bacterial Epidemiology and Antimicrobial Resistance Profiles of Respiratory Specimens of Children with Pneumonia in Hainan, China","year":2023,"lang":"en","type":"article","venue":"Infection and Drug Resistance","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Science Foundation of Hainan Province; National Natural Science Foundation of China","keywords":"Moraxella catarrhalis; Microbiology; Streptococcus pneumoniae; Haemophilus influenzae; Antibiotic resistance; Biology; Acinetobacter baumannii; Pneumonia; Pseudomonas aeruginosa; Antimicrobial; Sputum; Klebsiella pneumoniae; Klebsiella pneumonia; Acinetobacter; Antibiotics; Medicine; Bacteria; Escherichia coli; Internal medicine; Tuberculosis","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":[],"consensus_categories":[],"category_scores_codex":[0.0005677129,0.0001644653,0.0005203633,0.0003438563,0.0001008043,0.000005979586,0.00003432819,0.0001092936,0.00001082617],"category_scores_gemma":[0.0002234873,0.0001352173,0.00005068192,0.0005574623,0.0004158872,0.00008670788,0.00003196113,0.0001935037,0.00000224787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003496744,"about_ca_system_score_gemma":0.00009129658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009254258,"about_ca_topic_score_gemma":0.001820224,"domain_scores_codex":[0.9986493,0.0001909048,0.0004886733,0.0003301393,0.0001016316,0.0002393758],"domain_scores_gemma":[0.9992225,0.0001342318,0.0002597815,0.0002224731,0.00007571428,0.00008532689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000460999,0.00009747719,0.8537107,0.0003581465,0.00004783675,0.00001166063,0.0002120872,0.00000962891,0.1431299,0.000881328,0.000917656,0.0001625803],"study_design_scores_gemma":[0.001517333,0.0001383529,0.9833201,0.0004491934,0.00003642454,0.00002298851,0.00001644669,0.000003544039,0.008843173,0.0001140578,0.005411321,0.0001271216],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970008,0.0002512144,0.00001759097,0.0009649608,0.0001209067,0.0003950564,0.00003345263,0.0000618683,0.001154129],"genre_scores_gemma":[0.9984475,0.0004143725,0.0000890482,0.0001114184,0.00008299018,0.00002171593,0.00001148259,0.00001829355,0.0008031238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1342868,"threshold_uncertainty_score":0.5514003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01411463825460244,"score_gpt":0.270441530322603,"score_spread":0.2563268920680006,"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."}}