{"id":"W2136631324","doi":"10.2196/medinform.2548","title":"Moderating Effects of Voluntariness on the Actual Use of Electronic Health Records for Allied Health Professionals","year":2015,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Voluntariness; Health professionals; Psychology; Health information technology; Health care; Usability; Moderation; Turnover; Health records; Applied psychology; Social psychology; Computer science; Human–computer interaction","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008563085,0.0002947974,0.001137125,0.0001663827,0.0005547109,0.000009070378,0.0004922433,0.0004209388,0.00005501734],"category_scores_gemma":[0.004851544,0.0001848323,0.0001234496,0.0003746075,0.0001153252,0.0002509475,0.0001610355,0.001798743,0.00002742427],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001226677,"about_ca_system_score_gemma":0.02131189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001090255,"about_ca_topic_score_gemma":0.0008784177,"domain_scores_codex":[0.9916679,0.001592462,0.003397531,0.0001841888,0.001552309,0.001605575],"domain_scores_gemma":[0.9870456,0.008283884,0.002652431,0.0006234573,0.000560483,0.0008340891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001232113,0.001328547,0.003171843,0.0500956,0.0002895223,0.00000105614,0.2029403,0.0001061906,0.00001484734,0.06895601,0.6101849,0.06167909],"study_design_scores_gemma":[0.02570867,0.0263133,0.002839547,0.04801904,0.00008543087,0.00004116841,0.07835153,0.3324082,0.0005352125,0.006453865,0.4774418,0.001802298],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9127841,0.0005097689,0.02595684,0.03724461,0.002703729,0.01983607,0.00008898682,0.0002068289,0.000669079],"genre_scores_gemma":[0.935083,0.0002735303,0.004652733,0.05344671,0.0007977488,0.00405785,0.000194555,0.0001137471,0.00138009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.332302,"threshold_uncertainty_score":0.9842364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.111256091712261,"score_gpt":0.4653693807738354,"score_spread":0.3541132890615745,"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."}}