{"id":"W2538631810","doi":"10.1016/j.ijmedinf.2016.10.010","title":"Usability problems do not heal by themselves: National survey on physicians’ experiences with EHRs in Finland","year":2016,"lang":"en","type":"article","venue":"International Journal of Medical Informatics","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":161,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Strategic Research Council; Academy of Finland","keywords":"Usability; System usability scale; Scale (ratio); Focus group; Medicine; Health care; Electronic health record; Data collection; Rating scale; Medical education; Web usability; Nursing; Family medicine; Psychology; Computer science; Business; Marketing; Geography; Human–computer interaction","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":[0.004591577,0.0002036338,0.0004006842,0.001310284,0.0008534127,0.001155786,0.0004268977,0.0009084247,0.001163482],"category_scores_gemma":[0.01381301,0.0003823976,0.0005597819,0.001604339,0.0007834519,0.001080801,0.00144263,0.0005626756,0.0002618588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001489305,"about_ca_system_score_gemma":0.001916589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0130856,"about_ca_topic_score_gemma":0.01164113,"domain_scores_codex":[0.9959078,0.00130505,0.0008094193,0.0003518991,0.001106384,0.0005193983],"domain_scores_gemma":[0.9863197,0.005334386,0.005539654,0.00029578,0.001224789,0.0012856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007031211,0.00007262962,0.9769928,0.000112083,0.00003527126,0.0003058384,0.01673216,0.00004595333,0.0004684303,0.00001822541,0.0003191628,0.004827032],"study_design_scores_gemma":[0.000005497368,0.0001782696,0.9837252,0.00004559945,0.00001138694,0.0003312085,0.01495377,0.00006274585,0.00009952128,0.000008278957,0.0005654496,0.00001288198],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989221,0.0002287718,0.00004045346,0.0001827554,0.000003398173,0.00001456626,0.0001435212,0.000001877849,0.000462459],"genre_scores_gemma":[0.9992765,0.0002375793,0.0000779885,0.0001286342,0.000006323159,0.00002332043,0.0001406788,0.000001365681,0.0001077032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0130856,"threshold_uncertainty_score":0.02601886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07923869589443733,"score_gpt":0.449367033044853,"score_spread":0.3701283371504157,"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."}}