{"id":"W4233250326","doi":"10.2196/preprints.26944","title":"Academic Electronic Health Records in Undergraduate Nursing Education: Mixed Methods Pilot Study (Preprint)","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Hospital Edmonton; University of Alberta","funders":"","keywords":"Informatics; Electronic health record; Health informatics; Medical education; Documentation; Preprint; Health records; Medicine; Experiential learning; Nursing; Psychology; Health care; Computer science; Pedagogy; Public health; World Wide Web; Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01662992,0.0007862232,0.0009813668,0.00140797,0.002890054,0.001939883,0.001423823,0.001204225,0.003356272],"category_scores_gemma":[0.01345351,0.001027097,0.0008034559,0.001354733,0.0009634731,0.001492697,0.001693976,0.0009229722,0.000806542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001709256,"about_ca_system_score_gemma":0.005356915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003584452,"about_ca_topic_score_gemma":0.008590962,"domain_scores_codex":[0.9906012,0.005947816,0.0008222633,0.0007225415,0.001041632,0.0008645958],"domain_scores_gemma":[0.9886695,0.005472213,0.001031503,0.000797146,0.002473026,0.001556708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.007666497,0.207663,0.343751,0.001981149,0.0002533591,0.001748785,0.1750279,0.000530896,0.01299938,0.0006757453,0.002726164,0.2449763],"study_design_scores_gemma":[0.006638438,0.3127224,0.404901,0.0007913673,0.0004821968,0.0008163833,0.2443182,0.002546311,0.01118472,0.0004829644,0.01492751,0.0001885686],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950701,0.00008327189,0.0006090463,0.0001006542,0.00002857289,0.003431486,0.00008067141,0.00001606827,0.0005802304],"genre_scores_gemma":[0.9748633,0.0004436684,0.006579746,0.0008995505,0.00008731011,0.01437871,0.0002728515,0.0000116831,0.002463228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01662992,"threshold_uncertainty_score":0.08794844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1452285280897403,"score_gpt":0.5549906257596058,"score_spread":0.4097620976698655,"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."}}