{"id":"W4408398491","doi":"10.1007/978-3-031-84208-5_24","title":"Digital Configuration Platforms for Residential Modular Construction Projects: A Comparative Study","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"BIM and Construction Integration","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Modular design; Computer science; Systems engineering; Architectural engineering; Engineering; Operating system","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":[0.00007340858,0.0004799602,0.0005089612,0.0005578143,0.00005845291,0.000156921,0.0001269158,0.000446691,0.0000508808],"category_scores_gemma":[0.00007023141,0.0004998836,0.0001345171,0.0001233847,0.00003652696,0.000293952,0.0000197262,0.0006064257,0.000005891841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00028702,"about_ca_system_score_gemma":0.00006332085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005595887,"about_ca_topic_score_gemma":0.0004718475,"domain_scores_codex":[0.9986324,0.000003077267,0.0005355601,0.0003718471,0.0002127735,0.0002443372],"domain_scores_gemma":[0.9993522,0.0001664762,0.00008428686,0.0002371748,0.000119496,0.0000403814],"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":[0.0001053556,0.00003407068,0.0001052265,0.0007168734,0.0006108621,0.00001276856,0.001575645,0.9034199,0.0009159406,0.03735718,0.0002588734,0.0548873],"study_design_scores_gemma":[0.003773001,0.000553,0.0001635404,0.002239422,0.0004007224,0.00009307409,0.0003497178,0.9233923,0.008438755,0.03402399,0.02385463,0.002717864],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002004351,0.0005915123,0.939778,0.00001484646,0.002289,0.002129267,0.0001405316,0.0005997426,0.0524528],"genre_scores_gemma":[0.9955219,0.00002609,0.001502345,0.000007358383,0.0004311534,0.0002489506,0.0002752044,0.00008108115,0.001905912],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9935176,"threshold_uncertainty_score":0.9997452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01320393233437628,"score_gpt":0.2225163756408698,"score_spread":0.2093124433064935,"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."}}