{"id":"W2902422145","doi":"10.1093/ofid/ofy210.1473","title":"1817. Benchmarking Outpatient Antimicrobial Use in Manitoba Through Population-Based Research","year":2018,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Manitoba Health; University of Manitoba","funders":"","keywords":"Medicine; Medical prescription; Benchmarking; Population; Antimicrobial stewardship; Family medicine; Demography; Environmental health; Antibiotic resistance; Antibiotics; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002305883,0.000181496,0.0002711531,0.0001831557,0.0008061277,0.0001872409,0.0003760985,0.000194021,0.0006722222],"category_scores_gemma":[0.0001588238,0.0001631833,0.00008190697,0.0003939972,0.0003495808,0.0004425374,0.0003106862,0.0002842907,0.0004418496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001940349,"about_ca_system_score_gemma":0.0001650076,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02025126,"about_ca_topic_score_gemma":0.03314941,"domain_scores_codex":[0.9981617,0.0003525425,0.000321491,0.0004622146,0.00007543478,0.0006266343],"domain_scores_gemma":[0.9990405,0.0002500458,0.0001040599,0.0003956705,0.0001760013,0.00003367036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002850651,0.0006584767,0.9765504,0.00002194802,0.00004832165,0.00001227657,0.0001113946,0.00002062064,0.001282501,0.0013987,0.01873511,0.0008751823],"study_design_scores_gemma":[0.003139525,0.000841781,0.9703369,0.0005199115,0.00004794202,0.00001266263,0.0004179722,0.00002672009,0.006820389,0.001528677,0.01581308,0.0004944213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931312,0.0002282288,0.0001068617,0.0001837544,0.001000692,0.000768049,0.00008586069,0.00006021274,0.004435156],"genre_scores_gemma":[0.9983103,0.00002630468,0.00007224477,0.0006561022,0.00007522607,0.00002384589,0.0003176313,0.00002491944,0.0004934696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01289815,"threshold_uncertainty_score":0.986273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05773849351991645,"score_gpt":0.3251118584135723,"score_spread":0.2673733648936559,"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."}}