{"id":"W2886872902","doi":"10.1017/s0950268818002091","title":"Application of dynamic modelling techniques to the problem of antibacterial use and resistance: a scoping review","year":2018,"lang":"en","type":"review","venue":"Epidemiology and Infection","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; University of Calgary; University of Saskatchewan; Provincial Laboratory of Public Health; Saskatchewan Health Authority","funders":"Alberta Agriculture and Forestry","keywords":"Documentation; Psychological intervention; Antibiotic resistance; Resistance (ecology); Transparency (behavior); Medicine; Computer science; Antibiotics; Biology; Microbiology; Ecology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.01586699,0.00188689,0.004186442,0.01732411,0.0009142182,0.004613448,0.002108819,0.003544741,0.002850868],"category_scores_gemma":[0.05198803,0.001207167,0.005308357,0.01562676,0.001352083,0.003867415,0.002169325,0.002226584,0.000571628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004666999,"about_ca_system_score_gemma":0.01418654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008334876,"about_ca_topic_score_gemma":0.01252027,"domain_scores_codex":[0.9906859,0.004452046,0.002385231,0.0005358833,0.001764533,0.0001764682],"domain_scores_gemma":[0.9419451,0.05042436,0.003158215,0.0007864887,0.003506845,0.0001789133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00008189912,0.000071987,0.0006991991,0.5024344,0.002781759,0.0006161149,0.001141895,0.003850816,0.0005184918,0.01245515,0.006329238,0.469019],"study_design_scores_gemma":[0.00005159409,0.000268516,0.002426085,0.7448804,0.007725519,0.001103691,0.001499322,0.001929165,0.0006982308,0.01371928,0.2255862,0.0001119467],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003746289,0.9951457,0.002097061,0.0009124587,0.0002801178,0.0001990368,0.00006608205,0.000008796398,0.0009159666],"genre_scores_gemma":[0.003691683,0.9927999,0.002632378,0.0002649042,0.0001220542,0.0002472529,0.00005706538,0.000005355857,0.0001794236],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01732411,"threshold_uncertainty_score":0.08391368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09357888978759195,"score_gpt":0.3978520564828573,"score_spread":0.3042731666952653,"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."}}