{"id":"W2132567872","doi":"10.1080/09613218.2011.582697","title":"Motivating change: shifting the paradigm","year":2011,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":150,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Sustainability; Paradigm shift; Stakeholder; Framing (construction); Stakeholder engagement; Sociology; Context (archaeology); Systems thinking; Knowledge management; Political science; Epistemology; Public relations; Computer science; Engineering; Geography; Ecology; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00229023,0.0001209742,0.00009305662,0.0003050962,0.0004478325,0.0002229955,0.0003617788,0.00006453847,0.00007070532],"category_scores_gemma":[0.0002844945,0.00009335265,0.00003865739,0.0006493689,0.00006008848,0.001627414,0.0001029093,0.000470371,0.00009683535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00021208,"about_ca_system_score_gemma":0.00003922906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000146586,"about_ca_topic_score_gemma":0.000001512503,"domain_scores_codex":[0.998431,0.00008160227,0.0002861869,0.00008604875,0.0005181854,0.0005970132],"domain_scores_gemma":[0.99927,0.000203697,0.00004285776,0.0002722047,0.0001335155,0.00007769668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005478289,0.00006463705,0.00925394,0.001005327,0.0001612995,0.00002098343,0.08036225,0.008609626,0.002642571,0.2728421,0.01502417,0.6099583],"study_design_scores_gemma":[0.00177438,0.0004063676,0.1014002,0.00101143,0.00003891,0.00006185515,0.03060201,0.6210724,0.0444917,0.03889488,0.1586215,0.001624367],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8594272,0.0004395011,0.07067806,0.0005205583,0.0006538515,0.001794993,0.000005445625,0.001231045,0.06524931],"genre_scores_gemma":[0.996748,0.00004024276,0.002711446,0.00007538122,0.0001691642,0.0002057851,0.000005734774,0.00001875111,0.00002547364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6124628,"threshold_uncertainty_score":0.3806811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1386661436305632,"score_gpt":0.3300214419382088,"score_spread":0.1913552983076456,"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."}}