{"id":"W4415764122","doi":"10.29173/mocs312","title":"Interdependence between Factors Influencing the Selection of Project Delivery Systems and Modular Construction","year":2025,"lang":"","type":"article","venue":"Modular and Offsite Construction (MOC) Summit Proceedings","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Integrated project delivery; Context (archaeology); Ambiguity; Selection (genetic algorithm); Modular design; Pre-construction services; Project management; Construction management; Project management triangle","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.03223455,0.0004485505,0.0008021608,0.004927832,0.001149774,0.004027284,0.0009755317,0.0009915857,0.002976764],"category_scores_gemma":[0.1059162,0.0005075151,0.001330283,0.008273565,0.001757702,0.003764757,0.001650389,0.0008982645,0.0003701187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003570263,"about_ca_system_score_gemma":0.008784658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004748737,"about_ca_topic_score_gemma":0.0101814,"domain_scores_codex":[0.9534283,0.02730554,0.006990193,0.001967694,0.009291361,0.001016941],"domain_scores_gemma":[0.7686764,0.1919881,0.0250458,0.001868875,0.01112413,0.00129678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006023176,0.0002569305,0.287844,0.08569615,0.001804343,0.001472307,0.02477511,0.002742406,0.002630915,0.01385229,0.003161423,0.5751619],"study_design_scores_gemma":[0.0001726161,0.001111058,0.7253794,0.06918082,0.004122273,0.003338666,0.06506234,0.002832389,0.00418905,0.01646332,0.1078019,0.0003461835],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6349164,0.2824602,0.03467855,0.005747764,0.0003473927,0.002734275,0.001093649,0.0000782249,0.03794356],"genre_scores_gemma":[0.9259052,0.05105652,0.02048052,0.0003649892,0.00005692684,0.0007475527,0.0002394315,0.00003362231,0.001115122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03223455,"threshold_uncertainty_score":0.1704746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01006478965792922,"score_gpt":0.2138354929399264,"score_spread":0.2037707032819971,"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."}}