{"id":"W4416767030","doi":"10.4103/aihb.aihb_175_25","title":"Antibiotic Shortages among Public Sector Hospitals Across Sub-Saharan Africa: A Protocol for an Electronic Survey to Gain Understanding","year":2025,"lang":"en","type":"article","venue":"Advances in Human Biology","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Antimicrobial stewardship; Descriptive statistics; Public health; Economic shortage; Public sector; Health care; Protocol (science); Descriptive research; Workflow","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":[0.0009825736,0.0003121189,0.0005666103,0.0002658044,0.0004669982,0.00004195829,0.0005320333,0.0004143546,0.00004530668],"category_scores_gemma":[0.0002225832,0.0002693905,0.00009254344,0.0004881998,0.0005986584,0.0002697177,0.00009565973,0.0003396765,0.00001203524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000249874,"about_ca_system_score_gemma":0.0001062611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006896694,"about_ca_topic_score_gemma":0.01628154,"domain_scores_codex":[0.9969441,0.0004807025,0.00052389,0.000778915,0.0000270846,0.001245355],"domain_scores_gemma":[0.9989139,0.0003872212,0.0001602926,0.0004164432,0.00008033489,0.00004180035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001057228,0.0006803601,0.6606822,0.000419433,0.0003241362,0.000006126861,0.0007913384,0.00003834737,0.2445747,0.08551073,0.002307246,0.003608165],"study_design_scores_gemma":[0.0145273,0.00928017,0.539278,0.001167436,0.0000816021,0.00001384001,0.003457622,0.00003524777,0.1743469,0.06125975,0.1936205,0.002931667],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8994217,0.005161872,0.01938864,0.0002141217,0.00077415,0.07253906,0.0002462781,0.0002262031,0.002027968],"genre_scores_gemma":[0.9904689,0.00009112264,0.00004316502,0.0001090799,0.00003109451,0.008352759,0.0001941149,0.00002625608,0.0006835117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1913132,"threshold_uncertainty_score":0.9999758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05393961082065588,"score_gpt":0.3695362037482597,"score_spread":0.3155965929276039,"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."}}