{"id":"W3207446564","doi":"10.2196/32180","title":"Health Professionals’ Perspectives on Electronic Medical Record Infusion and Individual Performance: Model Development and Questionnaire Survey Study","year":2021,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Science and Technology, Taiwan","keywords":"Software portability; Medicine; Health care; Medical record; Task (project management); Technostress; Affect (linguistics); Nursing; Medical emergency; Psychology; Computer science; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02136078,0.0008153904,0.0006257813,0.002076848,0.0006664984,0.001982523,0.0009165045,0.0009541657,0.002531204],"category_scores_gemma":[0.03075635,0.0005025273,0.002311547,0.001494723,0.0009581161,0.001704196,0.001837125,0.001060457,0.0003482052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002058794,"about_ca_system_score_gemma":0.002513376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005277683,"about_ca_topic_score_gemma":0.003091915,"domain_scores_codex":[0.9880163,0.008858382,0.0006577637,0.0006797838,0.001066861,0.0007209475],"domain_scores_gemma":[0.9510833,0.03851785,0.00407298,0.001458345,0.003528147,0.001339452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001531877,0.001314089,0.9786004,0.00009498117,0.0002543409,0.0001005842,0.007684264,0.002089546,0.0001543759,0.0001714538,0.0002569615,0.009125647],"study_design_scores_gemma":[0.0001217689,0.003797636,0.8983974,0.0001942399,0.0003777527,0.0002685943,0.02619663,0.0690574,0.0004001734,0.0002777451,0.000840342,0.00007016892],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983051,0.00002822136,0.001047488,0.00007841914,0.000003454723,0.000114567,0.00007174109,0.000007482561,0.0003434233],"genre_scores_gemma":[0.998054,0.0000521964,0.001386198,0.0000211701,0.000003923188,0.0002365959,0.0001386676,0.000002289862,0.000105052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02136078,"threshold_uncertainty_score":0.1129679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06562807193596565,"score_gpt":0.4387140296356083,"score_spread":0.3730859576996426,"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."}}