{"id":"W3162274014","doi":"10.3138/jammi-2020-0041","title":"Appropriateness of antibiotic use in community hospitals in rural Newfoundland and Labrador","year":2021,"lang":"en","type":"article","venue":"Journal of the Association of Medical Microbiology and Infectious Disease Canada","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. John’s Health Sciences Centre; Memorial University of Newfoundland","funders":"Canadian Animal Health Institute","keywords":"Antibiotics; Geography; Medicine; Microbiology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.0007044916,0.0001810552,0.0002229091,0.001179902,0.000537451,0.0007020914,0.0005819231,0.0002998212,0.0008826951],"category_scores_gemma":[0.002830284,0.0002087961,0.0002007981,0.001348882,0.000678515,0.0003816196,0.0009126907,0.0003801508,0.0001108712],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004417774,"about_ca_system_score_gemma":0.002955073,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4428405,"about_ca_topic_score_gemma":0.6412473,"domain_scores_codex":[0.9988869,0.0003022625,0.0001218218,0.0001417407,0.0002459623,0.0003013208],"domain_scores_gemma":[0.9950452,0.0005414821,0.002961484,0.00008381708,0.0005632179,0.0008049353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002681846,0.00002703267,0.9980627,0.00001393286,0.00001683794,0.00007148425,0.000327189,0.00003675765,0.0001286936,0.000006534897,0.0001429015,0.001139146],"study_design_scores_gemma":[0.000001766532,0.00002820377,0.9991289,0.000007084028,0.000002735456,0.000071377,0.000610767,0.00005848868,0.00001933393,0.000001791353,0.00006764061,0.000001952823],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993561,0.0001140291,0.00001698729,0.0000836782,0.000001292206,0.000006750308,0.0002160106,0.000002064577,0.0002029667],"genre_scores_gemma":[0.9995916,0.00009163656,0.00004724978,0.00004624522,0.000003500091,0.000007866116,0.0001437075,7.31035e-7,0.00006749977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9955822,"threshold_uncertainty_score":0.8805258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004075711080101293,"score_gpt":0.2043368350656445,"score_spread":0.2002611239855432,"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."}}