{"id":"W4405623972","doi":"10.29173/hsi418","title":"To Resist or Not to Resist? That is the Dangerous Situation: A Look at Antimicrobial Stewardship in Pediatric Care in North America","year":2021,"lang":"en","type":"article","venue":"Health Science Inquiry","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stewardship (theology); Antimicrobial stewardship; Antibiotic resistance; Intensive care medicine; Medicine; Antibiotic Stewardship; Resistance (ecology); Antibiotics; Health care; Variety (cybernetics); Risk analysis (engineering); Environmental health; Political science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000478402,0.0001884022,0.0003771687,0.0003482322,0.0007255353,0.00004963974,0.0006185581,0.0001162304,0.00008927519],"category_scores_gemma":[0.0001973046,0.000135914,0.00005016429,0.003061568,0.0005851089,0.0001202109,0.0003986714,0.0003094964,0.000489079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004691624,"about_ca_system_score_gemma":0.001937414,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004753545,"about_ca_topic_score_gemma":0.02665801,"domain_scores_codex":[0.9974979,0.0002154975,0.000453285,0.0007897993,0.0001804657,0.0008630877],"domain_scores_gemma":[0.9988205,0.0001511014,0.0001449932,0.0006294177,0.0001428737,0.0001110888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002728326,0.0005172604,0.6067427,0.0009026191,0.00002524334,0.0003943,0.2251063,0.0002392227,0.01855251,0.00006321696,0.1101372,0.03459106],"study_design_scores_gemma":[0.0007333167,0.0003275822,0.953782,0.0001723326,0.00001441666,0.00004172541,0.01266714,0.000001232101,0.007406788,0.000003327496,0.02453663,0.0003135137],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807029,0.003562083,0.00004678445,0.01377827,0.001160399,0.0005565046,0.00005536617,0.00002891151,0.0001087402],"genre_scores_gemma":[0.9779279,0.0008932622,0.0003497849,0.01924405,0.0001286002,0.00001458458,0.00003151713,0.00001305333,0.001397285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3470393,"threshold_uncertainty_score":0.9911029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05087306578989136,"score_gpt":0.3314694135533711,"score_spread":0.2805963477634797,"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."}}