{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005607959,0.001016802,0.001334124,0.01001267,0.000466353,0.002634974,0.0009909421,0.001404412,0.002999277],"category_scores_gemma":[0.01960673,0.0004897915,0.001822796,0.01018204,0.0006216822,0.002952839,0.0008918488,0.001100065,0.0005963586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002201224,"about_ca_system_score_gemma":0.007311772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004720605,"about_ca_topic_score_gemma":0.007869716,"domain_scores_codex":[0.9968346,0.001587198,0.0004665375,0.0002496817,0.0007818469,0.00008029246],"domain_scores_gemma":[0.9807794,0.01528752,0.001099677,0.000415736,0.002265313,0.0001523134],"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":[0.00007748541,0.00004490717,0.0009053702,0.1493146,0.0007542396,0.0001566326,0.0006125314,0.002786885,0.0006911912,0.02916856,0.01315269,0.8023348],"study_design_scores_gemma":[0.00003181115,0.0002393763,0.002859994,0.2260632,0.003223125,0.000637138,0.0008045696,0.003195004,0.001284773,0.01934524,0.7422064,0.0001094306],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006356121,0.9938096,0.002344966,0.0008949157,0.0002635575,0.00004160925,0.00007990267,0.00001735481,0.001912489],"genre_scores_gemma":[0.01182568,0.9848119,0.002403539,0.0002796111,0.0001370875,0.00006056819,0.00008540841,0.000008361978,0.00038788],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01001267,"threshold_uncertainty_score":0.02965808,"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."}}