{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005698956,0.0006350877,0.0006017055,0.0004094568,0.0007437695,0.0008003898,0.0009494034,0.0006503822,0.00346961],"category_scores_gemma":[0.007313807,0.000437478,0.0005302709,0.0002762192,0.0006013042,0.001064522,0.001088272,0.001322833,0.0004276478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000720264,"about_ca_system_score_gemma":0.001863013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001007192,"about_ca_topic_score_gemma":0.001462422,"domain_scores_codex":[0.997357,0.001649285,0.0001062996,0.0002073281,0.0003017432,0.0003783152],"domain_scores_gemma":[0.9948882,0.002154189,0.000490943,0.0003307239,0.00048812,0.001647794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.02045456,0.6690145,0.08498677,0.00101461,0.0002501006,0.0008462052,0.01284389,0.002292596,0.008699893,0.0002901638,0.001401956,0.1979048],"study_design_scores_gemma":[0.01079848,0.84337,0.1257154,0.0001359782,0.0001906183,0.000446571,0.00580201,0.003894797,0.006236948,0.0002012637,0.003122454,0.0000854699],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991436,0.00001645104,0.0001739132,0.00002515278,0.000007968126,0.0004081486,0.00001574044,0.000006503631,0.0002024384],"genre_scores_gemma":[0.9930106,0.0001400682,0.004092572,0.0001375589,0.00005480515,0.001896097,0.00008302183,0.000006889171,0.0005784241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005698956,"threshold_uncertainty_score":0.03013927,"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."}}