{"id":"W2140174583","doi":"10.2196/mhealth.2654","title":"Regulatory Barriers Blocking Standardization of Interoperability","year":2013,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Chongqing University","keywords":"Interoperability; Standardization; Business; Workgroup; Health care; Alliance; Marketing; Public relations; Knowledge management; Computer science; Political science; Economics; Economic growth","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002559694,0.0001988173,0.000568859,0.0001432487,0.001198548,0.000008717338,0.0001512066,0.0003474307,0.000952543],"category_scores_gemma":[0.0003838602,0.0001773444,0.0000589784,0.0002863689,0.0002208893,0.000240344,0.00009491835,0.0008548527,0.00005216059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000362399,"about_ca_system_score_gemma":0.001631399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002575399,"about_ca_topic_score_gemma":0.0003138525,"domain_scores_codex":[0.9952955,0.001598403,0.001456131,0.0004206826,0.0003988284,0.0008304879],"domain_scores_gemma":[0.9969025,0.0004910426,0.0005712857,0.0005319951,0.0005328081,0.0009703668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005955692,0.0001476998,0.7923352,0.0339851,0.00004108196,0.000001503759,0.06968863,0.00003057405,0.0001785987,0.03158147,0.01502333,0.05639122],"study_design_scores_gemma":[0.00181685,0.0005800453,0.9444926,0.0009123054,0.00003521338,0.000003604289,0.02681939,0.0006457579,0.00004106194,0.006760905,0.01753849,0.0003537435],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846771,0.0006983429,0.000561362,0.009389564,0.0006365619,0.001995123,0.00007763165,0.0001189907,0.0018453],"genre_scores_gemma":[0.9941196,0.0005197016,0.0004624177,0.004171222,0.0002382979,0.0002301775,0.00002902067,0.00002796189,0.000201563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1521574,"threshold_uncertainty_score":0.9999607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1013144889890935,"score_gpt":0.4701635214768963,"score_spread":0.3688490324878028,"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."}}