{"id":"W4386102056","doi":"10.1016/j.jobe.2023.107651","title":"Application of engineering thinking for risk assessment in a Canadian elementary school","year":2023,"lang":"en","type":"article","venue":"Journal of Building Engineering","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Operationalization; Jurisdiction; Public health; Risk management; Hazard; Risk assessment; Business; Environmental health; Engineering; Risk analysis (engineering); Operations management; Medicine; Computer science; Political science; Computer security; Nursing; Finance","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":[0.006686989,0.0007040016,0.0003432547,0.002997784,0.006262578,0.003751318,0.002345409,0.0009952688,0.002742816],"category_scores_gemma":[0.00951754,0.0003399152,0.000615976,0.001895185,0.004673411,0.00103938,0.002357633,0.001069303,0.0001749656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03832266,"about_ca_system_score_gemma":0.04414971,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7425025,"about_ca_topic_score_gemma":0.8624662,"domain_scores_codex":[0.9932116,0.00252919,0.0002149629,0.0007800167,0.002401406,0.000862692],"domain_scores_gemma":[0.9939772,0.002942665,0.0004532018,0.0004459563,0.001897044,0.0002838755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004792245,0.002379172,0.2143957,0.000834953,0.0001669213,0.005631331,0.160512,0.04615585,0.01970716,0.0968219,0.003776056,0.4491398],"study_design_scores_gemma":[0.0001784549,0.003146854,0.2848208,0.0009599844,0.0003316376,0.001820129,0.4268419,0.09958051,0.03106251,0.036363,0.1143729,0.0005211681],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8483775,0.0003671922,0.08322361,0.001548885,0.00003176437,0.001593843,0.0002394731,0.000160256,0.06445755],"genre_scores_gemma":[0.9375981,0.0002071578,0.05850205,0.00008762006,0.00000348818,0.0001586426,0.00005405791,0.00001331454,0.003375538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2574975,"threshold_uncertainty_score":0.518028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00420566559475495,"score_gpt":0.2204688645801058,"score_spread":0.2162631989853509,"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."}}