{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0311285,0.002165759,0.006108799,0.01504955,0.0008539265,0.003138829,0.00245529,0.002180096,0.005638699],"category_scores_gemma":[0.1471673,0.00109098,0.01141175,0.01207968,0.001246049,0.002825083,0.002420713,0.001614621,0.0004480486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004033035,"about_ca_system_score_gemma":0.01930683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008412258,"about_ca_topic_score_gemma":0.02306027,"domain_scores_codex":[0.963846,0.01500345,0.01256374,0.001837766,0.006394139,0.0003548684],"domain_scores_gemma":[0.8395036,0.131972,0.01562559,0.002607838,0.009845042,0.0004459558],"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":[0.0001380842,0.00002279435,0.0007408194,0.9209274,0.007640028,0.00005770638,0.000241628,0.0002593383,0.0001049798,0.0005821802,0.00216962,0.06711546],"study_design_scores_gemma":[0.0001129367,0.0001589139,0.00301787,0.9251244,0.03928027,0.0001958021,0.0002753358,0.0001864596,0.0002130483,0.001115685,0.03026353,0.00005571309],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007032393,0.9957211,0.00132472,0.0004490894,0.000224378,0.0004993523,0.0006570715,0.00001722335,0.0004037713],"genre_scores_gemma":[0.01541019,0.9773054,0.003956997,0.000783799,0.000193476,0.001618719,0.0005537508,0.00001829446,0.0001593236],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0311285,"threshold_uncertainty_score":0.1646252,"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."}}