{"id":"W4313436556","doi":"10.1017/ice.2022.286","title":"Evaluating the impact of incorporating clinical practice guidelines for the management of infectious diseases into an electronic application (e-app)","year":2023,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University; Nova Scotia Health Authority; Izaak Walton Killam Health Centre; Dalhousie University","funders":"Dalhousie University","keywords":"Medicine; Checklist; Antimicrobial; Medical record; Empiric therapy; Antimicrobial stewardship; Pneumonia; Emergency medicine; Intensive care medicine; Antibiotics; Internal medicine; Antibiotic resistance; Alternative medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0151977,0.000783945,0.0009188049,0.0006964898,0.0005609361,0.001774624,0.001153157,0.001724344,0.00261306],"category_scores_gemma":[0.05195831,0.0006232226,0.00153349,0.0008130345,0.0007551094,0.00172251,0.001301233,0.001604986,0.000314842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002577408,"about_ca_system_score_gemma":0.005058467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005031743,"about_ca_topic_score_gemma":0.006865706,"domain_scores_codex":[0.9820226,0.01231407,0.001932575,0.000800303,0.001983766,0.0009467089],"domain_scores_gemma":[0.9615811,0.0223808,0.008144702,0.001847821,0.003322444,0.002723217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.2591674,0.2538657,0.1091402,0.004911516,0.003434685,0.0002605011,0.002603902,0.004278989,0.002953516,0.0003053712,0.001601507,0.3574768],"study_design_scores_gemma":[0.06286587,0.7565445,0.1656936,0.0007148825,0.002123926,0.0001077821,0.001142749,0.004957871,0.003292451,0.0001632041,0.002289741,0.000103403],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956952,0.00024202,0.0002539465,0.0001813341,0.00005994496,0.002856877,0.00008784229,0.00002137094,0.000601348],"genre_scores_gemma":[0.9911078,0.0003793311,0.004323643,0.0002409615,0.0001027042,0.003264526,0.000136773,0.0000066083,0.0004377342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0151977,"threshold_uncertainty_score":0.08037412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1621334764690319,"score_gpt":0.6038688139324335,"score_spread":0.4417353374634016,"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."}}