{"id":"W1594483674","doi":"10.1007/11888598_51","title":"Computer Assistance for Sustainable Building Design","year":2006,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"BIM and Construction Integration","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Computer science; Human–computer interaction; Software 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002980125,0.0003140358,0.0002777432,0.0003910546,0.0001710179,0.0002887971,0.0004406958,0.0002476761,0.0000128475],"category_scores_gemma":[0.00001306471,0.0003090347,0.00008323843,0.0002086469,0.0002234275,0.0002684135,0.00006470924,0.0003440847,0.000004462808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003897256,"about_ca_system_score_gemma":0.0001333417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008261119,"about_ca_topic_score_gemma":0.00001455292,"domain_scores_codex":[0.9984717,0.000007494599,0.0003025556,0.0005037659,0.0002691766,0.0004453114],"domain_scores_gemma":[0.9991259,0.0002136828,0.0000721871,0.0003103783,0.0002241578,0.00005366721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004626907,0.000003004408,0.000005764241,0.00007996806,0.000006927174,0.00001015626,0.00003320048,0.7368191,0.000106227,0.02896261,0.0006456226,0.2333228],"study_design_scores_gemma":[0.0001590097,0.00005343366,0.00002464993,0.0001660579,0.000008542494,0.00002092457,1.567847e-7,0.8865926,0.002081334,0.0984482,0.01204852,0.0003966012],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00002676884,0.0004193954,0.9941511,0.00004440095,0.001319785,0.0004125673,0.000003811832,0.0002124266,0.003409817],"genre_scores_gemma":[0.08364635,0.00001528592,0.9132847,0.0002001102,0.001394665,0.00003824105,0.000009909747,0.00006857221,0.001342167],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2329262,"threshold_uncertainty_score":0.9999362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0107380237571517,"score_gpt":0.2130970994065065,"score_spread":0.2023590756493548,"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."}}