{"id":"W2791714498","doi":"10.1002/smr.1941","title":"Special issue on software engineering for Connected Health: Challenges and research roadmap","year":2018,"lang":"en","type":"article","venue":"Journal of Software Evolution and Process","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"European Regional Development Fund; Science Foundation Ireland","keywords":"Health care; Quality (philosophy); HRHIS; Exploit; Knowledge management; Business; Computer science; Health policy; Nursing; Medicine; Computer security; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004680815,0.0001707419,0.0004931646,0.0004245561,0.001015658,0.00001648868,0.0001526974,0.0002658168,0.00007799788],"category_scores_gemma":[0.005156578,0.0001447491,0.00004184253,0.0002441453,0.00009917846,0.0002104033,0.0000398181,0.001099796,0.00002398172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005545875,"about_ca_system_score_gemma":0.001598147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003700646,"about_ca_topic_score_gemma":0.0001957392,"domain_scores_codex":[0.9970328,0.000493654,0.0008873661,0.0002696396,0.000491638,0.0008249567],"domain_scores_gemma":[0.9951434,0.001848514,0.0005488641,0.0001395346,0.001888325,0.0004314243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004374909,0.0004517498,0.02690438,0.03188999,0.0002729658,0.00001983692,0.07742456,0.00002911528,0.00005150279,0.0105481,0.3051155,0.5429174],"study_design_scores_gemma":[0.004262437,0.008056353,0.04162017,0.005654426,0.00002163604,0.0001592375,0.007408595,0.0003485237,0.00003666294,0.003768759,0.928275,0.000388231],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6858529,0.1524816,0.05908721,0.05932936,0.02783052,0.01197632,0.0001977492,0.0008430718,0.002401319],"genre_scores_gemma":[0.8075399,0.01291186,0.01609589,0.002442173,0.1575201,0.0004165142,0.00001645163,0.00025393,0.002803229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6231595,"threshold_uncertainty_score":0.7811721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.124372739184707,"score_gpt":0.4705133065728601,"score_spread":0.3461405673881531,"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."}}