{"id":"W7128036218","doi":"10.22260/crc-csce-2025/0194","title":"Optimizing DFMA Implementation in On-Site Construction: A Decision-Making Framework","year":2025,"lang":"","type":"article","venue":"","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Research Council Canada","keywords":"Process (computing); Work (physics); Software; Key (lock); Quality (philosophy)","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":[0.008559193,0.001408657,0.002501822,0.002183587,0.001373003,0.004330262,0.003489334,0.002624803,0.005739197],"category_scores_gemma":[0.01490271,0.001130647,0.001375556,0.001582007,0.001586591,0.003732974,0.002909974,0.001757365,0.00052177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002926825,"about_ca_system_score_gemma":0.006198616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01438082,"about_ca_topic_score_gemma":0.01824691,"domain_scores_codex":[0.9937323,0.003195285,0.0001828684,0.0005588147,0.001394492,0.0009361648],"domain_scores_gemma":[0.9933581,0.00428417,0.0003784517,0.0005026923,0.001235557,0.0002410422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001443369,0.0002800438,0.001085283,0.00008117943,0.00007423599,0.00006385046,0.0001470193,0.880541,0.001770488,0.02318921,0.0007247709,0.09189861],"study_design_scores_gemma":[0.00001462756,0.00007935626,0.0002917054,0.00001996068,0.00002319648,0.00001407116,0.00007038109,0.9858095,0.00100523,0.01196795,0.000686697,0.00001724505],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03599768,0.0001730495,0.9497263,0.0004431837,0.00003458267,0.0002134619,0.00007618081,0.0003006084,0.0130349],"genre_scores_gemma":[0.7128368,0.0001248414,0.2839417,0.00009567415,0.0000240768,0.0002152907,0.0001135907,0.0001236282,0.002524516],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01438082,"threshold_uncertainty_score":0.04526591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00685653612121638,"score_gpt":0.2904395617105004,"score_spread":0.283583025589284,"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."}}