{"id":"W4213372972","doi":"10.1093/jcag/gwab049.083","title":"A84 SECURE ELECTRONIC DOCUMENT SIGNING UPTAKE IN BIOLOGIC PRESCRIBING FOR IMMUNE MEDIATED DISEASES","year":2022,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Workflow; Revenue; Prior authorization; Audit; Documentation; Medicine; Computer science; Business; Database; Nursing","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":[0.0301807,0.0002050229,0.0002901603,0.00257365,0.0006705808,0.002639597,0.0007497758,0.0004882321,0.005001345],"category_scores_gemma":[0.1453942,0.0002549928,0.000634905,0.003536296,0.0009801054,0.001801883,0.002096748,0.0009681789,0.0009232057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003113939,"about_ca_system_score_gemma":0.005198324,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003850303,"about_ca_topic_score_gemma":0.003934166,"domain_scores_codex":[0.9458641,0.02062863,0.01204905,0.002930421,0.01644188,0.0020859],"domain_scores_gemma":[0.6901019,0.110286,0.1538683,0.01178832,0.02923548,0.004720028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000733586,0.0002416679,0.8811848,0.0006681138,0.00004768228,0.0002922392,0.002979071,0.0003854675,0.0009015833,0.0004639475,0.002914395,0.1091875],"study_design_scores_gemma":[0.00005439152,0.001453514,0.9754791,0.0009017025,0.00007028825,0.0008961504,0.003531005,0.00158134,0.003043602,0.0002588799,0.01269039,0.00003959117],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815864,0.001259931,0.001810639,0.002654308,0.00008558657,0.0005112863,0.002095559,0.0001533171,0.009843028],"genre_scores_gemma":[0.9964852,0.000411115,0.001571429,0.0003273867,0.00005210993,0.000139152,0.0003961499,0.00002309202,0.0005943011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9961497,"threshold_uncertainty_score":0.1596128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01877245216241978,"score_gpt":0.3169394885149018,"score_spread":0.298167036352482,"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."}}