{"id":"W7127989744","doi":"10.22260/crc-csce-2025/0058","title":"Decision-Support Tool for Selecting the Best Delivery Method in Sustainable Construction Projects","year":2025,"lang":"","type":"article","venue":"","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King Abdullah University of Science and Technology; University of Alberta","keywords":"Production (economics); Selection (genetic algorithm); Key (lock); Sustainability; Work (physics)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003089907,0.000448265,0.0005071668,0.0007334088,0.0006211844,0.0004871226,0.0003975008,0.0002843764,0.0001302527],"category_scores_gemma":[0.001018682,0.0003790194,0.0002013909,0.0021205,0.00006354056,0.0004688467,0.0002057498,0.0005310503,0.000007624513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001477791,"about_ca_system_score_gemma":0.001779731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004244395,"about_ca_topic_score_gemma":0.00003563317,"domain_scores_codex":[0.9966825,0.0001763213,0.0009125795,0.0006521813,0.0002902721,0.001286148],"domain_scores_gemma":[0.9959671,0.002768653,0.0001144804,0.0004790751,0.0006055449,0.00006507387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003620936,0.0002505537,0.004796564,0.002492585,0.0003993919,0.00007430796,0.001133976,0.1024153,0.001130664,0.2437545,0.008814992,0.6343751],"study_design_scores_gemma":[0.005056131,0.0005751147,0.0005118853,0.0009808807,0.000531978,0.00008941846,0.1830465,0.6249941,0.01850802,0.04029967,0.1240002,0.001406156],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0288629,0.0006358352,0.9506648,0.000432996,0.001188505,0.003783232,0.000003350745,0.0001612335,0.01426711],"genre_scores_gemma":[0.528982,0.000273096,0.4364125,0.0003100084,0.0001999406,0.0009735952,0.000006703385,0.00008171827,0.0327604],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6329689,"threshold_uncertainty_score":0.9998662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01342886533532889,"score_gpt":0.3002968517419782,"score_spread":0.2868679864066493,"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."}}