{"id":"W2082743576","doi":"10.1108/eb021210","title":"Risk management trends in the construction industry: moving towards joint risk management","year":2002,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":99,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Enthusiasm; Risk management; China; Mainland China; Teamwork; Risk perception; Business; Work (physics); Public relations; Perception; Political science; Psychology; Finance; Engineering; Social psychology; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01058224,0.0002008145,0.0002492501,0.002020795,0.001573099,0.003777638,0.000744102,0.0009500752,0.00133502],"category_scores_gemma":[0.01724833,0.0003066433,0.0002454624,0.002334893,0.001793491,0.004079782,0.002227764,0.001555118,0.0001917289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003633618,"about_ca_system_score_gemma":0.003524684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0256744,"about_ca_topic_score_gemma":0.03154705,"domain_scores_codex":[0.9944383,0.001890414,0.0005531257,0.0004661771,0.002075183,0.0005768288],"domain_scores_gemma":[0.9716945,0.00638046,0.01237221,0.0009344007,0.007146921,0.001471482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001350882,0.0002244604,0.7676511,0.0003682473,0.00002929324,0.0002998663,0.1616087,0.0004550357,0.002839029,0.003186472,0.0007195842,0.06248316],"study_design_scores_gemma":[0.00000609751,0.0003270898,0.8153526,0.0001203421,0.00001034933,0.0002698023,0.1735334,0.0007382285,0.0006484485,0.0005816149,0.008371677,0.00004027943],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954849,0.0002763651,0.0006766036,0.00105628,0.000009327518,0.0000232918,0.00002145688,0.000005046822,0.002446695],"genre_scores_gemma":[0.9982536,0.0003219834,0.0006803292,0.0001327455,0.00001703864,0.00001465791,0.00003850681,0.000002373253,0.0005387061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0256744,"threshold_uncertainty_score":0.05596489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03560711379605726,"score_gpt":0.3334482625079448,"score_spread":0.2978411487118876,"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."}}