{"id":"W2995742807","doi":"10.3233/shti190129","title":"Sustainable Health Informatics: Health Informaticians as Alchemists","year":2019,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"U.S. National Library of Medicine","keywords":"Health informatics; Health Administration Informatics; Informatics; Paradigm shift; Health care; Computer science; Engineering informatics; Digital transformation; Health information technology; Knowledge management; Engineering ethics; Data science; Political science; World Wide Web; Engineering; Epistemology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02903888,0.0005808538,0.0005207356,0.004057524,0.008194445,0.02207721,0.001661834,0.005515864,0.003272271],"category_scores_gemma":[0.02328155,0.000491064,0.0003715634,0.003769493,0.06041742,0.02299599,0.01296667,0.008102505,0.001033354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007979475,"about_ca_system_score_gemma":0.01166618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00296168,"about_ca_topic_score_gemma":0.002669256,"domain_scores_codex":[0.9741786,0.01882861,0.0008762933,0.001236651,0.003481676,0.001398076],"domain_scores_gemma":[0.9684538,0.02018859,0.002671461,0.003439708,0.002826473,0.002419901],"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":[0.00002500101,0.00004355645,0.002081153,0.0001534626,0.00001305432,0.0001252625,0.05594912,0.0003275876,0.0002704261,0.9020384,0.01057472,0.02839823],"study_design_scores_gemma":[0.00002163274,0.00005132411,0.001086026,0.0004734026,0.00001593016,0.0003161406,0.04978544,0.0009677897,0.0005744759,0.5599379,0.3867219,0.00004798801],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06191789,0.02340923,0.0709307,0.5881183,0.001893689,0.0002646235,0.0001131149,0.0004105419,0.252942],"genre_scores_gemma":[0.8758901,0.01071875,0.03978541,0.04823392,0.001972781,0.0003985493,0.00009814274,0.0001603909,0.02274198],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02903888,"threshold_uncertainty_score":0.1535741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04201515786252791,"score_gpt":0.4573682059760308,"score_spread":0.4153530481135029,"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."}}