{"id":"W4407753174","doi":"10.3233/shti250033","title":"Charting New Paths – Building Digital Tools for COPD and Beyond","year":2025,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Work & Health; University of Toronto","funders":"","keywords":"Interoperability; Workflow; Clinical decision support system; Electronic medical record; Pulmonary disease; Medical record; Primary care; Health care; COPD; Computer science; Medicine; Decision support system; Medical emergency; Knowledge management; Family medicine; World Wide Web; Database; Political science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01000436,0.0007014848,0.0004130238,0.003211481,0.004052478,0.01339076,0.00223595,0.002718462,0.01025761],"category_scores_gemma":[0.01909884,0.000496324,0.0007941142,0.002915584,0.007605416,0.0193307,0.009368074,0.002667235,0.004060406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005466225,"about_ca_system_score_gemma":0.01855097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04797784,"about_ca_topic_score_gemma":0.09605774,"domain_scores_codex":[0.9942241,0.002255288,0.0004464586,0.0006583937,0.001943173,0.0004726149],"domain_scores_gemma":[0.9862243,0.005061195,0.0007766773,0.002452709,0.002882791,0.002602393],"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":[0.00006724413,0.0001184612,0.007113679,0.0007389548,0.00004374808,0.0003658161,0.01524854,0.001045355,0.001988026,0.1433702,0.1268989,0.703001],"study_design_scores_gemma":[0.00001600893,0.00006245446,0.00238355,0.0008626588,0.00002349355,0.0002469587,0.006071864,0.001131643,0.0008650707,0.0662117,0.9220608,0.00006369749],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.05828691,0.031433,0.2321723,0.3558199,0.004673632,0.0008380827,0.002624716,0.01141323,0.3027383],"genre_scores_gemma":[0.2694827,0.03939138,0.6063187,0.01791325,0.001498666,0.0002936071,0.003191283,0.001151245,0.06075926],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04797784,"threshold_uncertainty_score":0.09539717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08842650675283653,"score_gpt":0.4792347488494046,"score_spread":0.3908082420965681,"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."}}