{"id":"W4413035017","doi":"10.3389/fpubh.2025.1589290","title":"Antibiotic stewardship and antimicrobial resistance in conflict-affected Sudan: a situational analysis","year":2025,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Health, British Columbia","keywords":"Antimicrobial stewardship; Psychological intervention; Poverty; Health care; Thematic analysis; Antibiotic resistance; Medicine; Focus group; Stewardship (theology); Economic growth; Business; Qualitative research; Nursing; Political science; Antibiotics; Sociology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005535902,0.000332597,0.0003095167,0.002346901,0.007711882,0.003689901,0.0006874508,0.0006067646,0.002904123],"category_scores_gemma":[0.007573717,0.0002771269,0.0003718251,0.002650385,0.002687167,0.002708199,0.006184494,0.001422563,0.0001381448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005730969,"about_ca_system_score_gemma":0.007393787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01421835,"about_ca_topic_score_gemma":0.02592648,"domain_scores_codex":[0.995454,0.003109426,0.0002600743,0.0001633875,0.0003240343,0.0006889775],"domain_scores_gemma":[0.9948548,0.002802939,0.001083004,0.0001312409,0.0005981316,0.0005298473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00007437412,0.0001816426,0.2356145,0.001169638,0.00006703716,0.003220241,0.7172641,0.0002876449,0.0005228211,0.006810685,0.002296491,0.03249091],"study_design_scores_gemma":[0.00000147738,0.00002404946,0.039868,0.0003705664,0.00001315782,0.0002808811,0.9533635,0.0001710184,0.00009782305,0.0006805126,0.00511707,0.00001194847],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900922,0.0009549686,0.0005311266,0.002725946,0.00003878225,0.00008730585,0.0001886227,0.000003174658,0.00537787],"genre_scores_gemma":[0.9975829,0.0008782857,0.0006655481,0.0003033024,0.00001439802,0.00007112764,0.0001006685,0.000002488418,0.0003812795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01421835,"threshold_uncertainty_score":0.04158133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0144907121980867,"score_gpt":0.2640146512194799,"score_spread":0.2495239390213932,"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."}}