{"id":"W2912686388","doi":"","title":"Proceedings of the 5th International Workshop on Software Engineering in Health Care","year":2013,"lang":"en","type":"article","venue":"International Conference on Software Engineering","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Health care; Healthcare delivery; Function (biology); Computer science; Engineering management; Software; Knowledge management; Software engineering; Engineering; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004647656,0.0003087873,0.0003883939,0.0004342296,0.0001257319,0.00003978585,0.0008848608,0.0002199199,0.0004920248],"category_scores_gemma":[0.002311366,0.0002630229,0.0001022781,0.0003300458,0.00002198568,0.000254459,0.0001787409,0.001431307,0.0001263864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001737438,"about_ca_system_score_gemma":0.000546883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004973225,"about_ca_topic_score_gemma":0.00008081826,"domain_scores_codex":[0.9970427,0.00004820696,0.001037422,0.0004231,0.0007527635,0.0006958434],"domain_scores_gemma":[0.9979448,0.0005177069,0.0004210715,0.000244099,0.0007064486,0.000165828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002867063,0.0004501292,0.64075,0.005488971,0.0004397051,0.00001122191,0.02881035,0.03483888,0.001339925,0.2415351,0.01669687,0.02935212],"study_design_scores_gemma":[0.008453103,0.001035983,0.688309,0.054549,0.00002489031,0.00003507983,0.01388288,0.1214436,0.001231482,0.0005759427,0.1077742,0.002684856],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684853,0.0002461852,0.006651793,0.006026292,0.00937572,0.003443337,0.00009966125,0.0007427303,0.00492896],"genre_scores_gemma":[0.9939147,0.00006018416,0.003187597,0.0006853741,0.0004748325,0.000571349,0.00002572551,0.00006961746,0.001010642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2409592,"threshold_uncertainty_score":0.9999822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0444067463220164,"score_gpt":0.3697239246508637,"score_spread":0.3253171783288473,"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."}}