{"id":"W4309845389","doi":"10.3390/buildings12122054","title":"A Mixed Review of Cash Flow Modeling: Potential of Blockchain for Modular Construction","year":2022,"lang":"en","type":"review","venue":"Buildings","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Cash flow forecasting; Cash flow; Cash management; Cash flow statement; Computer science; Timeline; Terminal value; Business; Risk analysis (engineering); Finance; Mathematics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009021375,0.0002837312,0.001532429,0.0003037336,0.0001268036,0.00001094857,0.001546088,0.0002927201,0.00003052113],"category_scores_gemma":[0.0001748196,0.0002766438,0.0007039191,0.000849074,0.0001094229,0.00003607471,0.0005398431,0.0003338748,8.616507e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006567156,"about_ca_system_score_gemma":0.0002908356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001732103,"about_ca_topic_score_gemma":4.565572e-7,"domain_scores_codex":[0.9977533,0.00009758808,0.00102367,0.0006060035,0.0002850871,0.000234416],"domain_scores_gemma":[0.9976948,0.00009613016,0.0008914758,0.00107219,0.0001888153,0.00005656883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[8.995069e-7,0.00004996013,2.402232e-8,0.04461756,0.00007281345,0.000001037844,0.00001289774,0.0001503933,0.000003956926,0.07223318,0.0002914198,0.8825659],"study_design_scores_gemma":[0.0001355746,0.00005965398,7.330822e-9,0.01066776,0.0003722363,0.0001334516,0.000006138099,0.1689975,0.00002052551,0.006847537,0.8125047,0.0002549606],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000007982056,0.6162441,0.3823983,0.00009452449,0.0001590375,0.0009507337,0.00006530135,0.00006768556,0.00001235219],"genre_scores_gemma":[0.00002394598,0.8246078,0.17469,0.00003335744,0.00002956479,0.0005527314,0.0000335076,0.00002023821,0.000008754089],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8823109,"threshold_uncertainty_score":0.9999686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04113045790518816,"score_gpt":0.2857880044794424,"score_spread":0.2446575465742543,"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."}}