{"id":"W7128046551","doi":"10.22260/crc-csce-2025/0056","title":"Integrating Life Cycle Assessment in Space Layout Planning for Minimizing the Embodied Carbon Emissions of Modular Buildings - Identification of Influencing Factors","year":2025,"lang":"","type":"article","venue":"","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Council Canada","keywords":"Modular design; Identification (biology); Life-cycle assessment; Space (punctuation); Greenhouse gas; Key (lock)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001626655,0.001036607,0.0005697303,0.003203662,0.0004901813,0.001562557,0.0005343041,0.0005591311,0.00141688],"category_scores_gemma":[0.003904092,0.0005187189,0.001196723,0.002281335,0.0005348435,0.001669306,0.0007986214,0.0004298054,0.0002333376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001850279,"about_ca_system_score_gemma":0.001830925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005591685,"about_ca_topic_score_gemma":0.01442698,"domain_scores_codex":[0.9988463,0.0004495731,0.00004156878,0.00015254,0.0004239219,0.00008609441],"domain_scores_gemma":[0.9986138,0.0007421307,0.0002174829,0.00009423251,0.0002952897,0.00003697885],"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":[0.0000603755,0.0001305115,0.01583025,0.0002214245,0.0000970199,0.000149088,0.0001759334,0.8163246,0.01173764,0.009623327,0.0002713191,0.1453785],"study_design_scores_gemma":[0.000005718154,0.0001355492,0.01095285,0.0000520664,0.00005732845,0.00006972079,0.0002222323,0.9688234,0.009270763,0.008553644,0.001813942,0.00004272649],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1419214,0.0004103095,0.8501143,0.0001023561,0.00001190694,0.0002228409,0.000182493,0.0001988869,0.00683545],"genre_scores_gemma":[0.7767277,0.0003618678,0.2214398,0.00002005483,0.000005794738,0.00019772,0.0002708412,0.00004963652,0.0009264568],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005591685,"threshold_uncertainty_score":0.01342475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01389628331439316,"score_gpt":0.3078509308082128,"score_spread":0.2939546474938196,"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."}}