{"id":"W4383219108","doi":"10.13060/23362839.2023.10.1.549","title":"Vertical Integration &amp; Performance in Residential Real Estate","year":2023,"lang":"en","type":"article","venue":"Critical Housing Analysis","topic":"Consumer Retail Behavior Studies","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Vertical integration; Real estate; Renting; Property (philosophy); Property management; Business; Horizontal integration; Relevance (law); Real estate development; Empirical research; Corporate Real Estate; Value (mathematics); Real property; Industrial organization; Marketing; Finance; Engineering; Computer science; Political science; Civil engineering","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":[0.00150345,0.0001794279,0.0001192642,0.0007051411,0.0007640976,0.002257824,0.0002716235,0.0002969735,0.006413249],"category_scores_gemma":[0.004338432,0.00007158573,0.000126079,0.001166421,0.001011249,0.001564763,0.00147649,0.0004025453,0.0008980018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001341599,"about_ca_system_score_gemma":0.0005701589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006142757,"about_ca_topic_score_gemma":0.01348696,"domain_scores_codex":[0.9985531,0.0004662137,0.00006932094,0.0001056891,0.0004691829,0.0003366155],"domain_scores_gemma":[0.9950421,0.0006961968,0.001966613,0.0002524569,0.0007837135,0.00125895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003227013,0.0008410666,0.8662714,0.00007280293,0.00004832896,0.0004934617,0.01030691,0.002461255,0.002734145,0.01539612,0.00270048,0.09835143],"study_design_scores_gemma":[0.000009762563,0.0004862235,0.9682386,0.00005459878,0.00001248277,0.0001965135,0.01734316,0.004637373,0.0009497238,0.002878894,0.005172384,0.00002041414],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829242,0.0001016803,0.0001880939,0.0001688963,0.000004451203,0.000005605327,0.00002294634,0.000006465835,0.01657768],"genre_scores_gemma":[0.9988759,0.00002495654,0.00006346517,0.000005290617,0.00000268706,0.000001084068,0.00002075291,0.000001444188,0.00100441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006413249,"threshold_uncertainty_score":0.02145445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04901594456761615,"score_gpt":0.321113695783579,"score_spread":0.2720977512159629,"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."}}