{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00404031,0.0003865388,0.0005263819,0.001039309,0.0005797371,0.0006526605,0.0006057227,0.0001110018,0.00001629394],"category_scores_gemma":[0.0004816084,0.0003334209,0.00009819193,0.0009100908,0.00003419726,0.002052755,0.0002303586,0.00020951,0.000009330115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007708405,"about_ca_system_score_gemma":0.002034523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002478821,"about_ca_topic_score_gemma":0.000004143268,"domain_scores_codex":[0.9970148,0.00004086498,0.0009290577,0.0003519965,0.0006788385,0.0009844804],"domain_scores_gemma":[0.9962036,0.00006137919,0.0006247848,0.0002338907,0.002805677,0.00007069537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001683135,0.001807558,0.001916823,0.005825298,0.0009043504,0.0005708796,0.01698969,0.7283738,0.0001223794,0.08089383,0.1230746,0.03783766],"study_design_scores_gemma":[0.002210109,0.0001751514,0.001569039,0.00009099211,0.0001053973,0.000007676068,0.024955,0.2231905,0.0005838776,0.003222784,0.7431654,0.0007240587],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08873338,0.00009538008,0.9069332,0.0006637549,0.0002380698,0.001478777,3.526353e-7,0.0001073635,0.001749752],"genre_scores_gemma":[0.7886823,0.000008514477,0.2003916,0.0008529226,0.0007130539,0.0003081877,0.00001844643,0.00009356059,0.008931466],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7065416,"threshold_uncertainty_score":0.9999118,"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."}}