{"id":"W4411544503","doi":"10.2196/66398","title":"Digital Capability, Open-Source Use, and Interoperability Standards Within the National Health Service in England: Survey of Health Care Trusts","year":2025,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Interoperability; Open source; Health care; Digital health; Business; Internet privacy; World Wide Web; Computer science; 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":[],"consensus_categories":[],"category_scores_codex":[0.002733222,0.0001606788,0.0005097137,0.0001834605,0.0001972837,0.00008276046,0.0001734375,0.00005141002,0.00003306676],"category_scores_gemma":[0.0006535849,0.0001091883,0.00002537994,0.0004945674,0.0001062538,0.0002528183,0.0001673263,0.0002865597,2.555849e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007700262,"about_ca_system_score_gemma":0.001724254,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03369197,"about_ca_topic_score_gemma":0.113499,"domain_scores_codex":[0.9975103,0.0004784862,0.0009122061,0.0003239475,0.0005321394,0.0002428853],"domain_scores_gemma":[0.9982838,0.0003653438,0.0002874976,0.0002430625,0.0006990017,0.0001212835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001491522,0.0001272849,0.9658837,0.0007280336,0.00002139058,1.836772e-7,0.02566788,0.000001901644,0.000004900133,0.00008535737,0.0009605619,0.006369699],"study_design_scores_gemma":[0.002626311,0.0005937339,0.9853339,0.0001952803,0.000003495775,0.000001442228,0.005783702,0.000009029823,0.00002473854,0.00004724102,0.00531361,0.00006752559],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936609,0.0001218582,0.00002138016,0.003426087,0.00007370136,0.001851848,0.0006533645,0.00002506054,0.000165819],"genre_scores_gemma":[0.9961168,0.000005296118,0.0000189746,0.003042396,0.00001750626,0.00003715113,0.0006921189,0.00001255679,0.00005717164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07980701,"threshold_uncertainty_score":0.9727427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08124321842807707,"score_gpt":0.4231457154931731,"score_spread":0.341902497065096,"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."}}