{"id":"W4283734171","doi":"10.3233/shti220787","title":"Complexity and Health Technology Safety","year":2022,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Risk analysis (engineering); Patient safety; Health care; Order (exchange); Simple (philosophy); Business; Computer science; Computer security; 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","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005417346,0.0002523886,0.00103084,0.001252086,0.006322101,0.000002973988,0.0003004873,0.0003498638,0.00005163707],"category_scores_gemma":[0.0004976866,0.0002461713,0.00002518423,0.001745118,0.00149667,0.0001343107,0.001804445,0.003115705,0.00001242204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009971935,"about_ca_system_score_gemma":0.0007796465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003457464,"about_ca_topic_score_gemma":0.001037674,"domain_scores_codex":[0.9950904,0.0006732906,0.002540057,0.0002728802,0.0002443255,0.001179065],"domain_scores_gemma":[0.9977967,0.000495865,0.0009362277,0.0004910905,0.0001321268,0.0001480087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008363601,0.00006436414,0.1769036,0.007453556,0.00005042161,0.000004291162,0.05212653,0.00001471775,1.051296e-7,0.7072752,0.004974749,0.05104884],"study_design_scores_gemma":[0.001688719,0.001202657,0.02013714,0.00058993,0.000004597064,0.0000832091,0.5708985,0.0005527731,4.307732e-7,0.1281502,0.2763986,0.0002932449],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2093761,0.06092651,0.0003757773,0.7193354,0.002064183,0.0042527,0.0003418761,0.001023331,0.002304103],"genre_scores_gemma":[0.9049306,0.0492093,0.007791149,0.03674623,0.00006338763,0.0009430986,0.00005160869,0.00003033048,0.0002343304],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6955545,"threshold_uncertainty_score":0.999999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3153294694087135,"score_gpt":0.5310416635061131,"score_spread":0.2157121940973996,"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."}}