{"id":"W4402340531","doi":"10.1080/00140139.2024.2396527","title":"A systems approach to managing the risk of healthcare acquired infection in an acute hospital setting supported by human factors ergonomics, data science, data governance and AI","year":2024,"lang":"en","type":"article","venue":"Ergonomics","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"Trinity College Dublin; European Regional Development Fund; Dublin City University; Science Foundation Ireland","keywords":"Human factors and ergonomics; Health care; Corporate governance; Medicine; Engineering; Knowledge management; Medical emergency; Poison control; Computer science; Business; 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":[],"consensus_categories":[],"category_scores_codex":[0.005191725,0.0002420466,0.0004285073,0.0001766548,0.001268546,0.0001363984,0.001476345,0.000201305,0.000003850693],"category_scores_gemma":[0.00025139,0.0002031159,0.00002716042,0.0006145125,0.00024239,0.00177719,0.001623003,0.0008283486,0.000006530194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005812126,"about_ca_system_score_gemma":0.0008849594,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03724264,"about_ca_topic_score_gemma":0.006817746,"domain_scores_codex":[0.996111,0.000743111,0.001099265,0.001117344,0.0002436079,0.0006856204],"domain_scores_gemma":[0.9966052,0.0003858654,0.0004444885,0.00221363,0.0001012116,0.0002495673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002074875,0.0001840053,0.9129183,0.00347228,0.0001671601,0.000003866074,0.03959582,0.0007364012,0.0001756289,0.02885313,0.009247415,0.004438526],"study_design_scores_gemma":[0.00065256,0.0002980994,0.7102913,0.00107781,0.0001184719,0.00000423966,0.02254783,0.2503673,0.0000188875,0.0002981804,0.01368444,0.0006409074],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846469,0.0007592212,0.000581344,0.002937688,0.001647146,0.001586708,0.007638888,0.0001008542,0.0001013167],"genre_scores_gemma":[0.9956462,0.001034889,0.0002499826,0.0003183217,0.0002479636,0.00005012673,0.002357712,0.00004240074,0.00005238734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2496309,"threshold_uncertainty_score":0.9756762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09189614742927664,"score_gpt":0.4206636412687324,"score_spread":0.3287674938394557,"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."}}