{"id":"W4405585847","doi":"10.1016/j.nmni.2024.101557","title":"Assessment of inappropriate use of antibiotics and contributing factors in Awi Administrative Zone, Northwestern Amhara regional State, Ethiopia","year":2024,"lang":"en","type":"article","venue":"New Microbes and New Infections","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"State (computer science); Geography; Socioeconomics; Economics","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":[0.0000947005,0.0001483753,0.0002993373,0.0001378593,0.00008661228,0.0000305734,0.00004065959,0.0001701194,0.00003390655],"category_scores_gemma":[0.0000191316,0.0001211539,0.00005614036,0.0001889593,0.0002204646,0.0001241572,0.00005496568,0.0002843357,0.000002160389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000206181,"about_ca_system_score_gemma":0.000304662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004447733,"about_ca_topic_score_gemma":0.004517816,"domain_scores_codex":[0.9991286,0.00006502488,0.0003458597,0.0002349181,0.00002615443,0.0001994382],"domain_scores_gemma":[0.999432,0.0002658829,0.0001169687,0.000100504,0.00004950081,0.00003515619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003428708,0.0001628455,0.621796,0.0001978563,0.0002614229,0.000006578682,0.00159317,0.00001718928,0.3707587,0.003351951,0.0005726027,0.001247389],"study_design_scores_gemma":[0.001141214,0.0004782657,0.8743227,0.0007379248,0.0001008677,0.00006603685,0.0005634334,0.00001960787,0.1109057,0.0001478541,0.01129414,0.0002222431],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946126,0.001996693,0.002660946,0.0001159324,0.0002305365,0.0001686499,0.0001220223,0.00002230952,0.00007033378],"genre_scores_gemma":[0.9964208,0.001212436,0.0002862497,0.00002098069,0.00001482673,1.097113e-7,0.00005029869,0.000009937387,0.001984386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2598529,"threshold_uncertainty_score":0.672367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04065193620780447,"score_gpt":0.3059762992181551,"score_spread":0.2653243630103506,"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."}}