{"id":"W7027014305","doi":"","title":"Certifierade kontorsfastigheter i Milano: En analys av marknadsprestanda och investeringsbeteende","year":2025,"lang":"en","type":"article","venue":"KTH Publication Database DiVA (KTH Royal Institute of Technology)","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"123 Certification (Canada)","funders":"","keywords":"Real estate; Certification; Valuation (finance); Sustainability; Efficient energy use; Database transaction; Investment (military); Income approach","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":[0.0003301377,0.0003243852,0.0003835666,0.001447516,0.0001329776,0.0001076489,0.0009061756,0.0003035752,0.0001180556],"category_scores_gemma":[0.0003978005,0.0003350933,0.00009289574,0.001505988,0.0002308985,0.0005868732,0.000384825,0.0004267173,0.00001508182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002910473,"about_ca_system_score_gemma":0.0001946511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009077678,"about_ca_topic_score_gemma":0.00003286664,"domain_scores_codex":[0.9980965,0.00003143429,0.0006225948,0.0004934239,0.0002697751,0.0004863105],"domain_scores_gemma":[0.9982771,0.00004233735,0.0001283171,0.001190482,0.0002450244,0.0001166972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001450501,0.0007624438,0.04752355,0.003784979,0.001808201,0.0001155496,0.000237249,0.02390725,0.06145181,0.2122584,0.5492053,0.09880026],"study_design_scores_gemma":[0.0008960613,0.00004588479,0.003517507,0.0002698097,0.0001301179,0.000005864238,0.0001488271,0.03158972,0.04091438,0.0007745833,0.9211709,0.0005362976],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4465156,0.004600768,0.4438796,0.01916298,0.004244332,0.002778434,0.001336335,0.007106939,0.07037501],"genre_scores_gemma":[0.9737964,0.0001884536,0.02218704,0.0002618151,0.00007257815,0.0002557326,0.0007156146,0.00004417442,0.002478172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5272808,"threshold_uncertainty_score":0.9999101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01249700589938072,"score_gpt":0.2542382875107852,"score_spread":0.2417412816114045,"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."}}