{"id":"W6999346482","doi":"","title":"Consensus-based antimicrobial resistance and stewardship competencies for UK undergraduate medical students","year":2020,"lang":"en","type":"article","venue":"Research Explorer (The University of Manchester)","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Antimicrobial stewardship; Delphi method; Stewardship (theology); Curriculum; Resistance (ecology); Delphi; Competency assessment; Antibiotic resistance","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05935724,0.0004007136,0.000673532,0.002211514,0.0010661,0.002628523,0.001748591,0.001795307,0.005199816],"category_scores_gemma":[0.1357669,0.0004120851,0.000672756,0.001046114,0.001760128,0.002953753,0.008597471,0.00228026,0.001145358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004318664,"about_ca_system_score_gemma":0.02395875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002751365,"about_ca_topic_score_gemma":0.004046842,"domain_scores_codex":[0.9630137,0.02086783,0.004968604,0.001119423,0.007488929,0.002541595],"domain_scores_gemma":[0.9204776,0.0285068,0.01096236,0.003688786,0.02370437,0.01265998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000428913,0.001396319,0.1174597,0.006091518,0.0001076529,0.001231377,0.0781703,0.00193055,0.005470655,0.009629868,0.06363558,0.7144476],"study_design_scores_gemma":[0.0005739714,0.005781778,0.4354521,0.01936351,0.0001696341,0.005504249,0.1756352,0.01271366,0.0125634,0.03441168,0.2972589,0.0005721046],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7934352,0.005492854,0.0469833,0.09296257,0.001201954,0.006423414,0.0009145284,0.0005384143,0.05204767],"genre_scores_gemma":[0.922586,0.001995144,0.06730352,0.002155438,0.0001016354,0.002200392,0.0006788211,0.0000352158,0.002943829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05935724,"threshold_uncertainty_score":0.3139148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06430810812728724,"score_gpt":0.2944257158026456,"score_spread":0.2301176076753584,"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."}}