{"id":"W4396837214","doi":"10.7719/jpair.v55i1.875","title":"Interrelationship among Personal Characteristics, Perceptions, and Self-Efficacy on Electronic Medical Record System (ERNRS) Use among Health Professionals","year":2024,"lang":"en","type":"article","venue":"JPAIR Multidisciplinary Research","topic":"AI in Service Interactions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stratified sampling; Self-efficacy; Perception; Bachelor; Medicine; Quarter (Canadian coin); Family medicine; Action plan; Psychology; Nursing; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004025272,0.0003069004,0.0003517112,0.0008257017,0.001429001,0.0007960168,0.00102938,0.0002797875,0.0001622784],"category_scores_gemma":[0.0004549193,0.0002637769,0.0001450974,0.001014228,0.0002880229,0.001660077,0.001413568,0.003007133,0.0005552731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001397729,"about_ca_system_score_gemma":0.001249316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003308433,"about_ca_topic_score_gemma":0.0004434124,"domain_scores_codex":[0.9937825,0.001652995,0.0007280124,0.001177059,0.001580237,0.001079192],"domain_scores_gemma":[0.9947777,0.003374113,0.0001204158,0.0007510271,0.0003204588,0.0006562673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003619929,0.00778875,0.6627588,0.003864625,0.0007044786,0.001109281,0.1170412,0.00004096001,0.0001372815,0.09252683,0.04223374,0.0714321],"study_design_scores_gemma":[0.0002116836,0.0004424882,0.5016884,0.00219904,0.000006230536,0.00008448787,0.002837055,0.4914433,0.000003050372,0.000146455,0.000718075,0.0002197514],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791167,0.0001935574,0.005591379,0.01179816,0.001012142,0.001060385,0.00002725134,0.000976541,0.0002239109],"genre_scores_gemma":[0.9954875,0.0001503829,0.001495039,0.00008199563,0.0004504802,0.0002947824,0.00005285032,0.00005294247,0.001934105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4914024,"threshold_uncertainty_score":0.9999815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08109870012805491,"score_gpt":0.4184121746923646,"score_spread":0.3373134745643097,"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."}}