{"id":"W4413135832","doi":"10.1061/9780784486368.001","title":"A Twist on Collaborative Delivery—Construction Manager at Risk and Progressive Design","year":2025,"lang":"en","type":"article","venue":"","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dawson College","funders":"","keywords":"Computer science; Twist; Integrated project delivery; Software engineering; Systems engineering; Engineering; Project management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04027007,0.002052221,0.0005608666,0.00230943,0.02201477,0.02674128,0.003449225,0.01101415,0.01385428],"category_scores_gemma":[0.02196731,0.001950491,0.0009782265,0.001123028,0.0296207,0.02218032,0.01978162,0.02934341,0.004880751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0192972,"about_ca_system_score_gemma":0.03434217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01034835,"about_ca_topic_score_gemma":0.01607701,"domain_scores_codex":[0.9560342,0.02102944,0.001576182,0.005608423,0.01003399,0.005717804],"domain_scores_gemma":[0.9639366,0.007304541,0.002357016,0.003665749,0.01046637,0.01226978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001700526,0.000465349,0.002744341,0.0003216457,0.00004732006,0.001500546,0.09684847,0.001736059,0.003310829,0.4585631,0.3158128,0.1184794],"study_design_scores_gemma":[0.0000593138,0.0004203825,0.0006574766,0.0003946988,0.00001984968,0.0007191437,0.03422539,0.001575705,0.0008802995,0.05361366,0.9073027,0.0001313139],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01761084,0.002359313,0.1627362,0.6895323,0.01240858,0.0004509212,0.00005660599,0.001622771,0.1132225],"genre_scores_gemma":[0.3788204,0.002934481,0.1858141,0.1943296,0.005373491,0.00105213,0.00009914142,0.001882895,0.2296938],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04027007,"threshold_uncertainty_score":0.212971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.039572697080661,"score_gpt":0.3416090840336642,"score_spread":0.3020363869530032,"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."}}