{"id":"W2741462762","doi":"10.1016/j.cmi.2017.07.013","title":"Human resources estimates and funding for antibiotic stewardship teams are urgently needed","year":2017,"lang":"en","type":"article","venue":"Clinical Microbiology and Infection","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":101,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sinai Health System; University of Toronto; University Health Network","funders":"","keywords":"Antibiotic Stewardship; Stewardship (theology); Antimicrobial stewardship; Intensive care medicine; Antibiotics; Medicine; Business; Political science; Antibiotic resistance; Biology; Microbiology","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":[0.02786215,0.002424369,0.002655575,0.006252552,0.001663735,0.008393937,0.00418137,0.008198089,0.06506611],"category_scores_gemma":[0.1238178,0.0009848028,0.003048293,0.004468505,0.001380439,0.009881949,0.005647087,0.009385818,0.01412514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007919705,"about_ca_system_score_gemma":0.07216398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03412349,"about_ca_topic_score_gemma":0.03180872,"domain_scores_codex":[0.9705703,0.01507755,0.003444939,0.0009835971,0.005294806,0.004628792],"domain_scores_gemma":[0.6923881,0.115838,0.02432712,0.008038722,0.1182257,0.04118249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006728513,0.0007139983,0.01002497,0.002725881,0.0003251108,0.0001986057,0.0001952102,0.006372482,0.0006464534,0.01729525,0.780627,0.1802021],"study_design_scores_gemma":[0.001193754,0.001078625,0.04680707,0.01670112,0.0009219936,0.0003895045,0.006338069,0.01504448,0.002706937,0.03560635,0.8726178,0.0005942765],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0122995,0.02561638,0.02915998,0.8355112,0.03174186,0.001293226,0.01925572,0.002512085,0.04260997],"genre_scores_gemma":[0.2967015,0.05767893,0.2476961,0.2605255,0.02588688,0.01066329,0.0431241,0.001840612,0.05588321],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06506611,"threshold_uncertainty_score":0.2176678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04668852772622994,"score_gpt":0.3468064185566496,"score_spread":0.3001178908304196,"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."}}