{"id":"W4400235412","doi":"10.11159/iccste24.157","title":"Synergising Lifecycle Project Management for Sustainability: Towards a Streamlined Approach through different Project Phases","year":2024,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Civil, Structural and Transportation Engineering","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Technische Universität Dresden","keywords":"Sustainability; Process management; Application lifecycle management; Project management; System lifecycle; Computer science; Business; Knowledge management; Systems engineering; Engineering; Software","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":[],"consensus_categories":[],"category_scores_codex":[0.0002902418,0.0002125608,0.0002124181,0.0003289419,0.0001102395,0.0004224151,0.0004656756,0.00004357956,0.00003091711],"category_scores_gemma":[0.0001077698,0.0001314742,0.0001468594,0.0004507107,0.00006577156,0.0006225826,0.0000402755,0.0001307926,2.37971e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006311059,"about_ca_system_score_gemma":0.00004959273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004404939,"about_ca_topic_score_gemma":0.00001347798,"domain_scores_codex":[0.9981271,0.000004334859,0.0004974908,0.0004550615,0.0007351186,0.0001808823],"domain_scores_gemma":[0.9992029,0.00008642841,0.0001472989,0.00009495893,0.0004443589,0.00002403647],"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":[0.0003363715,0.00005618739,0.004837882,0.001609854,0.0003870901,0.000001592113,0.004061289,0.00169493,0.001760878,0.9102175,0.0005339694,0.07450246],"study_design_scores_gemma":[0.001776025,0.0003102997,0.03386531,0.0009791161,0.0002657759,0.00002126621,0.0104871,0.7991749,0.009627602,0.1316157,0.01104121,0.0008357206],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859085,0.00006861056,0.006326977,0.00100436,0.0008085266,0.001173981,0.0001160965,0.0001150754,0.004477878],"genre_scores_gemma":[0.9969589,0.00005601736,0.001917078,0.00001985666,0.00008796185,0.0001330226,0.00002241819,0.00001281616,0.0007919889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.79748,"threshold_uncertainty_score":0.5361361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05533004101514521,"score_gpt":0.3330994344651156,"score_spread":0.2777693934499704,"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."}}