{"id":"W6929389636","doi":"10.4224/20378329","title":"Managing changes in construction","year":2008,"lang":"en","type":"report","venue":"NPARC","topic":"Proteoglycans and glycosaminoglycans research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Process (computing); Change management (ITSM); Process modeling; Work (physics); Construction management","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":[0.01024514,0.0006016504,0.0004725323,0.003372767,0.003194285,0.008231846,0.002613986,0.00233843,0.004718455],"category_scores_gemma":[0.03810526,0.0005462174,0.0005973775,0.003694027,0.001472706,0.007810248,0.005447275,0.001729534,0.002017641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003239019,"about_ca_system_score_gemma":0.005366607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004993757,"about_ca_topic_score_gemma":0.006551211,"domain_scores_codex":[0.9801258,0.004994528,0.001130281,0.001734647,0.01032897,0.001685691],"domain_scores_gemma":[0.97433,0.008504483,0.004618682,0.004043797,0.007051909,0.001451155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001022419,0.0004128888,0.02180841,0.0006289709,0.0000878135,0.000706218,0.006306102,0.01837549,0.004108191,0.02735722,0.02505028,0.8950561],"study_design_scores_gemma":[0.00009325534,0.000930595,0.05099179,0.001186097,0.000246404,0.001635435,0.01996295,0.05352421,0.01812268,0.06144499,0.7915174,0.0003441273],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.2244722,0.007223367,0.4622724,0.02373436,0.001530044,0.003900687,0.0008973359,0.007987681,0.267982],"genre_scores_gemma":[0.7868816,0.004997303,0.1716715,0.001365754,0.0004298766,0.0008053432,0.001344162,0.0006094578,0.03189512],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01024514,"threshold_uncertainty_score":0.05418217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02773548581338256,"score_gpt":0.2991068235665444,"score_spread":0.2713713377531618,"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."}}