{"id":"W4285340356","doi":"10.2196/34568","title":"Evaluation of a Health Information Exchange System for Geriatric Health Care in Rural Areas: Development and Technical Acceptance Study","year":2022,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geriatric care; Health care; Nursing; Medicine; Political science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.01117994,0.0001970991,0.0006413297,0.0006012322,0.001626352,0.0000099638,0.0002034598,0.00009538049,0.00005232245],"category_scores_gemma":[0.00009996151,0.000190638,0.00003961448,0.0005361724,0.00001391821,0.0002235582,0.0001586153,0.0005339819,0.000002759373],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01209864,"about_ca_system_score_gemma":0.005016254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002089197,"about_ca_topic_score_gemma":0.009190028,"domain_scores_codex":[0.9923802,0.003381836,0.002053339,0.0002608242,0.001173795,0.0007500139],"domain_scores_gemma":[0.9975429,0.000195196,0.001443855,0.0002914613,0.0003765109,0.0001500483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001676587,0.0004316255,0.4087087,0.01416496,0.00004692743,2.847479e-7,0.4617601,0.00003650688,0.00001000199,0.0004366688,0.002318885,0.1119177],"study_design_scores_gemma":[0.00375896,0.001731494,0.6620452,0.000337591,0.0000118398,0.000001407963,0.3261343,0.00008120194,0.000002194492,0.0000111525,0.005697369,0.0001873806],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790213,0.001635148,0.00005904145,0.0001542803,0.0004519197,0.01834306,0.00007151969,0.0001048546,0.0001588941],"genre_scores_gemma":[0.9872453,0.00000611438,0.00006129609,0.0001084838,0.00005342442,0.01223603,0.0002453877,0.00002390605,0.00002011868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2533365,"threshold_uncertainty_score":0.9996734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09357636255255533,"score_gpt":0.4597174420252156,"score_spread":0.3661410794726603,"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."}}