{"id":"W3043489037","doi":"10.1186/s13104-020-05170-7","title":"On-line virtual patient learning: a pilot study of a new modality in antimicrobial stewardship education for pediatric residents","year":2020,"lang":"en","type":"article","venue":"BMC Research Notes","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Capital District Health Authority; Izaak Walton Killam Health Centre; Dalhousie University","funders":"Dalhousie University; King Saud University; McMaster University","keywords":"Medicine; Antimicrobial stewardship; Family medicine; Antibiotics; Antibiotic resistance","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006173767,0.0001203183,0.0002686837,0.0002209438,0.000144151,0.0000155878,0.0002491492,0.00008954701,0.00003967537],"category_scores_gemma":[0.003386653,0.0001040991,0.00004514995,0.000441322,0.00008435331,0.00004972105,0.0001273455,0.000472989,0.00006768398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004087342,"about_ca_system_score_gemma":0.0007422477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001851019,"about_ca_topic_score_gemma":0.0005753852,"domain_scores_codex":[0.9979979,0.0007446759,0.0003785889,0.0003836422,0.0001356405,0.000359573],"domain_scores_gemma":[0.9983598,0.001087458,0.0001104352,0.0001958915,0.0001937213,0.00005271563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02773463,0.01991044,0.7546602,0.0009713692,0.0001809419,0.000009247141,0.01708615,0.002721521,0.1496807,0.001589281,0.01857461,0.006880817],"study_design_scores_gemma":[0.02407404,0.1486868,0.6600912,0.0005462402,0.0001384792,0.000004982294,0.01765667,0.0002305057,0.144684,0.002119921,0.0007793261,0.0009877071],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973769,0.0003448008,0.0003695441,0.0005120522,0.0001596084,0.001160463,0.00001415528,0.00001915153,0.00004334365],"genre_scores_gemma":[0.9990991,0.00004706016,0.0001086983,0.00005203114,0.0001145526,0.00001846064,0.00003141348,0.00001584549,0.0005127855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1287764,"threshold_uncertainty_score":0.4245039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1928349854871473,"score_gpt":0.3957130613973264,"score_spread":0.2028780759101791,"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."}}