{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01291998,0.0007072018,0.0007752606,0.00410702,0.004885693,0.0112571,0.001035374,0.003694,0.008860163],"category_scores_gemma":[0.04375726,0.0004387569,0.0009332071,0.002272318,0.02781763,0.01201686,0.009462167,0.004967663,0.001104163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007229997,"about_ca_system_score_gemma":0.007842925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004290864,"about_ca_topic_score_gemma":0.001671472,"domain_scores_codex":[0.9809275,0.008383493,0.001173488,0.001569968,0.00679599,0.001149736],"domain_scores_gemma":[0.9257053,0.05066284,0.008199729,0.00483513,0.007020312,0.003576683],"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":[0.00007636046,0.00008437434,0.008375567,0.000823146,0.0001069913,0.0002535005,0.008261045,0.00155795,0.0002866762,0.9133716,0.01235637,0.05444636],"study_design_scores_gemma":[0.00004170984,0.0001524878,0.006160269,0.0007587858,0.00003914419,0.0005553103,0.003543317,0.0009721345,0.0003176759,0.8661675,0.1212181,0.00007343274],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07622003,0.06494648,0.08926672,0.3590259,0.003837049,0.0004361951,0.000384898,0.000251875,0.4056309],"genre_scores_gemma":[0.9151445,0.0235304,0.01772744,0.02298342,0.005562546,0.0003961015,0.0002456963,0.0001262716,0.01428365],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01291998,"threshold_uncertainty_score":0.0683282,"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."}}