{"id":"W2075954390","doi":"10.3992/jgb.1.1.92","title":"Learning How Buildings Work Is Crucial to Better Green Design","year":2006,"lang":"en","type":"article","venue":"Journal of Green Building","topic":"Design Education and Practice","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Architectural engineering; Work (physics); Building design; Green building; Perspective (graphical); Engineering; Computer science; Risk analysis (engineering); Construction engineering; Business; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.0008651154,0.0001928827,0.0002723712,0.0003798205,0.0001289983,0.0002069729,0.0002925741,0.00009919506,0.0001353225],"category_scores_gemma":[0.00009741075,0.0001917135,0.0001281266,0.0005296862,0.00001504727,0.0006455739,0.00002837063,0.0005906828,0.00004476667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001429496,"about_ca_system_score_gemma":0.00003998022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007408073,"about_ca_topic_score_gemma":0.000002953519,"domain_scores_codex":[0.9986477,0.0000996222,0.0004067436,0.0001360335,0.0003762841,0.0003336376],"domain_scores_gemma":[0.999042,0.0002679043,0.0002325505,0.0001252582,0.0001612613,0.0001710033],"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":[0.0003332301,0.0001164955,0.02527755,0.0001265135,0.0003846931,0.0002187812,0.005175962,0.09351973,0.1392137,0.0002346748,0.441706,0.2936927],"study_design_scores_gemma":[0.001266057,0.0003683929,0.01479099,0.0004359086,0.0002043138,0.0004378118,0.0004130841,0.002426767,0.02555652,0.001356031,0.951848,0.0008961436],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6326023,0.0005304248,0.3511019,0.01258991,0.001590676,0.0001679197,0.000001112662,0.0001257548,0.001290079],"genre_scores_gemma":[0.8994807,0.00002644279,0.09363314,0.0009185862,0.003428048,0.00000359176,4.466181e-7,0.00007249798,0.002436536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.510142,"threshold_uncertainty_score":0.7817848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01883757959532072,"score_gpt":0.2467006777703714,"score_spread":0.2278630981750507,"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."}}