{"id":"W4414016514","doi":"10.1680/jsmic.25.00005","title":"FIDIC claim analysis during COVID-19: lessons from Saudi Arabia","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Institution of Civil Engineers - Smart Infrastructure and Construction","topic":"Insurance and Financial Risk Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Medicine; Outbreak; Infectious disease (medical specialty); Internal medicine","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":[0.01170749,0.0003853785,0.0004327707,0.002255523,0.001163636,0.003290041,0.001173895,0.001789055,0.002455752],"category_scores_gemma":[0.02734603,0.0002059173,0.0004492276,0.001659935,0.00137884,0.002252027,0.00193674,0.001572729,0.000344939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003265884,"about_ca_system_score_gemma":0.002686732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05199388,"about_ca_topic_score_gemma":0.03834845,"domain_scores_codex":[0.9974754,0.001207084,0.0002384417,0.0001753785,0.0006196901,0.0002840488],"domain_scores_gemma":[0.9648363,0.02188637,0.003369512,0.001554606,0.007745929,0.0006071743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001301327,0.001410433,0.4976358,0.00115484,0.0003215889,0.006789029,0.04902765,0.07114777,0.002657151,0.1108902,0.02055651,0.2371078],"study_design_scores_gemma":[0.0001549451,0.0005212785,0.3406312,0.001565716,0.0002113758,0.001310703,0.1270171,0.3898011,0.004403629,0.07251897,0.06159385,0.0002701321],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9738928,0.001903994,0.008775287,0.005355411,0.00005916356,0.0001126755,0.0005619302,0.00003861951,0.009300047],"genre_scores_gemma":[0.9928885,0.0008410208,0.004456501,0.0001267225,0.0000387454,0.00001576765,0.0004122321,0.00001608905,0.00120458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05199388,"threshold_uncertainty_score":0.1033825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007731180117039871,"score_gpt":0.2070419466859202,"score_spread":0.1993107665688803,"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."}}