{"id":"W3172714892","doi":"10.3390/jrfm14060269","title":"Construction Cash Flow Risk Index","year":2021,"lang":"en","type":"article","venue":"Journal of risk and financial management","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"American University of Sharjah","keywords":"Cash flow; Business; Actuarial science; Forecast period; Cash flow forecasting; Risk analysis (engineering); Finance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.003406593,0.0006929305,0.0004020845,0.006914052,0.0006665841,0.002237648,0.0008538894,0.0005365909,0.009942809],"category_scores_gemma":[0.0158878,0.0001616808,0.0006017255,0.003688787,0.0006061401,0.001575055,0.001285088,0.0007665415,0.001528031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002450771,"about_ca_system_score_gemma":0.001680923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002723068,"about_ca_topic_score_gemma":0.002399623,"domain_scores_codex":[0.9957625,0.0005484716,0.000388068,0.0002450607,0.002761516,0.0002944379],"domain_scores_gemma":[0.9897469,0.002783743,0.002724416,0.0004107072,0.003800832,0.0005333702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007464483,0.0003839715,0.3583736,0.001002293,0.000330559,0.0006273658,0.003214889,0.04918605,0.00454346,0.04724138,0.03000089,0.5043491],"study_design_scores_gemma":[0.00009003244,0.001769769,0.6294588,0.0009536288,0.000366934,0.002069117,0.00503952,0.07537971,0.01018866,0.03933752,0.2347289,0.0006174042],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7010577,0.003202594,0.09507694,0.001446989,0.0003719642,0.002096212,0.01268158,0.0008641934,0.1832019],"genre_scores_gemma":[0.969884,0.0008358856,0.01603102,0.00006173522,0.0000662575,0.0006367624,0.003402156,0.00003806837,0.009044239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009942809,"threshold_uncertainty_score":0.03326195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01997480193403795,"score_gpt":0.2814477054697721,"score_spread":0.2614729035357342,"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."}}