{"id":"W4414132109","doi":"10.70445/gtst.1.1.2025.176-194","title":"Interoperability Solutions for Efficient Health Informatics Systems","year":2025,"lang":"en","type":"article","venue":"Global Trends in Science and Technology","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interoperability; Health informatics; Health care; Standardization; Health information exchange; Information system; Health Administration Informatics; eHealth; Information technology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01350034,0.001291697,0.0009097694,0.002872376,0.001897932,0.008612278,0.003781493,0.004808458,0.01125584],"category_scores_gemma":[0.02737425,0.001052845,0.001689294,0.002577542,0.003885051,0.01720011,0.01063632,0.004938658,0.00616162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003057639,"about_ca_system_score_gemma":0.006308324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001578007,"about_ca_topic_score_gemma":0.0009320981,"domain_scores_codex":[0.9864849,0.005149813,0.001719347,0.001400008,0.004318239,0.0009276012],"domain_scores_gemma":[0.9877083,0.004061365,0.0009250218,0.004164628,0.002565853,0.0005748401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002689431,0.00009298889,0.0003554336,0.0004145167,0.00006171994,0.000110746,0.0004585441,0.008353858,0.001753901,0.8859451,0.01286161,0.08956469],"study_design_scores_gemma":[0.00004404646,0.00006379264,0.0002555909,0.0005184691,0.00004198264,0.0001657721,0.0004508859,0.02649183,0.001916947,0.7541003,0.2159088,0.00004158433],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002813637,0.002103584,0.9328275,0.01718805,0.0004693649,0.0005620917,0.000232183,0.001547219,0.04225634],"genre_scores_gemma":[0.08106445,0.003529214,0.8930173,0.003187283,0.0006989826,0.001178235,0.001455026,0.0005078492,0.01536165],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01350034,"threshold_uncertainty_score":0.07139754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06104449465546385,"score_gpt":0.4693717448918404,"score_spread":0.4083272502363765,"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."}}