{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004708285,0.0005702295,0.0004665598,0.0007987943,0.002608791,0.007019958,0.0009396667,0.003178719,0.009311825],"category_scores_gemma":[0.007372816,0.0004006733,0.0004264517,0.0005748149,0.007700222,0.008459555,0.003774737,0.003014479,0.003910039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002377579,"about_ca_system_score_gemma":0.002624214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001874893,"about_ca_topic_score_gemma":0.004412023,"domain_scores_codex":[0.9950055,0.002426405,0.0001999188,0.0003030409,0.001702288,0.0003628343],"domain_scores_gemma":[0.9930804,0.003452735,0.0007116178,0.0008049288,0.001188391,0.0007619132],"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":[0.00005844009,0.0006270977,0.008660054,0.001448091,0.00004347084,0.0003801183,0.03541745,0.008271878,0.009233669,0.2350861,0.04020436,0.6605694],"study_design_scores_gemma":[0.00001694114,0.0003663166,0.01042668,0.0012209,0.0000357486,0.0005276752,0.02817907,0.002434306,0.007440381,0.2325362,0.7166942,0.0001216736],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.1428511,0.0264871,0.2377066,0.1754369,0.002182756,0.0002630608,0.00007051206,0.001164424,0.4138374],"genre_scores_gemma":[0.7731506,0.02916092,0.1319829,0.00871834,0.0008035717,0.0001510695,0.00008934716,0.0003840196,0.05555918],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.009311825,"threshold_uncertainty_score":0.03115118,"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."}}