{"id":"W2006344463","doi":"10.5539/jsd.v7n2p1","title":"An Empirical Model for Successful Collaborative Design Towards Sustainable Project Development","year":2014,"lang":"en","type":"article","venue":"Journal of Sustainable Development","topic":"Value Engineering and Management","field":"Business, Management and Accounting","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interdependence; Process (computing); Sustainability; Computer science; Engineering design process; Process management; Knowledge management; Collaborative design; Design process; Empirical research; Management science; Business; Work in process; Engineering; Systems design; Sociology; Marketing; Software engineering","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":[0.008493194,0.0009332133,0.0005016967,0.002478611,0.001998469,0.005709054,0.002426496,0.003259967,0.01522921],"category_scores_gemma":[0.0283305,0.0006521344,0.0008405817,0.002609253,0.003445316,0.006950085,0.002295791,0.002354382,0.002346244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004980159,"about_ca_system_score_gemma":0.005667172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003597672,"about_ca_topic_score_gemma":0.002700254,"domain_scores_codex":[0.9922483,0.004347345,0.000449953,0.0008420237,0.001654604,0.0004577584],"domain_scores_gemma":[0.9758537,0.01813367,0.001919796,0.0009821866,0.002534403,0.0005762375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000107268,0.0009749578,0.01529062,0.0004542801,0.0000798565,0.0008269433,0.01148657,0.06038529,0.0008209863,0.8622411,0.003346677,0.04398545],"study_design_scores_gemma":[0.0002558882,0.0008169822,0.01029151,0.0008044821,0.000120901,0.001002512,0.01279363,0.503635,0.0008176101,0.424268,0.04507095,0.0001224661],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1919476,0.0003635761,0.5815513,0.008587175,0.0001021497,0.002839018,0.0006122086,0.0003875437,0.2136093],"genre_scores_gemma":[0.8562227,0.0004582638,0.1270933,0.0002372105,0.0000244936,0.003258264,0.0003499163,0.00004477614,0.01231106],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01522921,"threshold_uncertainty_score":0.05094671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02741064768782716,"score_gpt":0.2751518811799687,"score_spread":0.2477412334921415,"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."}}