{"id":"W4403603904","doi":"10.3390/buildings14103306","title":"Systematic Review of Quantitative Risk Quantification Methods in Construction Accidents","year":2024,"lang":"en","type":"article","venue":"Buildings","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Ministry of Science and ICT, South Korea; National Research Foundation of Korea; National Research Foundation","keywords":"Risk assessment; Engineering; Forensic engineering; Computer science; Risk analysis (engineering); Medicine; Computer security","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":[0.007761443,0.00009145488,0.0004582591,0.0003003819,0.0001629007,0.000007106874,0.0001389209,0.000103921,0.0002105011],"category_scores_gemma":[0.006959183,0.00007375341,0.00007343059,0.0008643565,0.00004910101,0.0001690591,0.00004181604,0.000518002,0.0002434863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001949614,"about_ca_system_score_gemma":0.0003921019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000533153,"about_ca_topic_score_gemma":0.00002773499,"domain_scores_codex":[0.995652,0.002289724,0.001238471,0.0002374091,0.0003252895,0.0002571508],"domain_scores_gemma":[0.9945788,0.004423228,0.0003778385,0.0002322342,0.0003137991,0.00007410808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00004287596,0.00001974013,0.01423269,0.9140048,0.00003120605,0.000001328112,0.0007581327,0.000001766142,0.0003606915,0.06657164,0.0006401907,0.003334956],"study_design_scores_gemma":[0.0003919672,0.0001154749,0.05014636,0.9340947,0.000160806,0.00000554847,0.001799559,0.004067188,0.0002578935,0.007617465,0.001143701,0.0001993606],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.1920154,0.4623554,0.2903326,0.008509861,0.006733318,0.02731037,0.0003584141,0.0005236798,0.01186093],"genre_scores_gemma":[0.2983991,0.2191457,0.47413,0.001429286,0.0003001211,0.004554457,0.0002111986,0.0001353434,0.001694809],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.2432097,"threshold_uncertainty_score":0.8331294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1264300060121009,"score_gpt":0.5927721374035051,"score_spread":0.4663421313914042,"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."}}