{"id":"W4245388998","doi":"10.17722/ijme.v8i2.886","title":"Perspective of Developer, Buyer, Financier and Equity Participants in Real Estate Project Development Process in India: An important constituent of Construction Industry","year":2017,"lang":"en","type":"article","venue":"International Journal of Management Excellence","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Real estate; Real estate development; Corporate Real Estate; Business; Real estate investment trust; Capitalization rate; Portfolio; Finance; Income approach; Cost approach; Marketing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003236604,0.0001373144,0.0003256863,0.001060252,0.00008112269,0.0001317498,0.00110136,0.00007110873,0.0000451636],"category_scores_gemma":[0.0005161381,0.0001144757,0.00004035919,0.0003018817,0.0003902902,0.001164689,0.0004654446,0.0002615799,0.000001039176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001619031,"about_ca_system_score_gemma":0.0004965421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002625857,"about_ca_topic_score_gemma":0.0002373269,"domain_scores_codex":[0.9966697,0.00007652091,0.001484241,0.0002937547,0.001272315,0.0002034601],"domain_scores_gemma":[0.9967948,0.00008089343,0.001972468,0.0002439714,0.0008526023,0.00005522757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004605639,0.0001666493,0.7749687,0.00004313303,0.00008233454,0.0001691288,0.004735211,0.0001864434,0.00005039383,0.003412157,0.00002177653,0.2157034],"study_design_scores_gemma":[0.002073,0.0001447018,0.9687813,0.0005005879,0.00002065543,0.00006221641,0.01930743,0.001024737,0.001790616,0.005383214,0.0007173658,0.0001941636],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883814,0.00003267738,0.0001685912,0.0001920238,0.0005785458,0.0002557891,0.000005397721,0.000002806282,0.01038278],"genre_scores_gemma":[0.9954847,0.001352333,0.003014148,0.00001112214,0.00002847269,0.000008090957,7.076737e-7,0.000004229526,0.00009624311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2155093,"threshold_uncertainty_score":0.4668185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1453878990802309,"score_gpt":0.4639046193234065,"score_spread":0.3185167202431757,"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."}}