{"id":"W3184809787","doi":"10.3390/su13148073","title":"Preparing an Organization for Sustainability Transitions—The Making of Boundary Spanners through Design Training","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"Design Education and Practice","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"Fonds de Recherche du Québec-Société et Culture; Chalmers Tekniska Högskola","keywords":"Sustainability; Boundary (topology); Corporation; Knowledge management; Set (abstract data type); Public relations; Business; Political science; Computer science; Ecology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001374638,0.0001581965,0.0002105345,0.00004009317,0.0003476653,0.0001076434,0.0001768992,0.0000971204,0.00007024287],"category_scores_gemma":[0.004501361,0.0001578829,0.00007666877,0.0006767287,0.0001412977,0.0007084023,0.00002060092,0.000179039,5.382e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008992094,"about_ca_system_score_gemma":0.001615613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001453659,"about_ca_topic_score_gemma":0.00002368302,"domain_scores_codex":[0.9984369,0.0003841185,0.0003852074,0.0003077794,0.0001536074,0.0003323396],"domain_scores_gemma":[0.9967149,0.0004228741,0.00007464195,0.000566319,0.002181883,0.00003930429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003921899,0.00108352,0.003756485,0.007207839,0.0003432501,0.00001722788,0.2920964,0.5244763,0.002824255,0.07213616,0.00340727,0.09225916],"study_design_scores_gemma":[0.001409706,0.0002945369,0.01149215,0.00007029394,0.0003994453,0.00009509777,0.3955226,0.0520223,0.01769355,0.4553956,0.06449885,0.001105844],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09185798,0.0002086096,0.9014274,0.003809208,0.0003174889,0.001244064,0.00001192813,0.0003003514,0.0008229284],"genre_scores_gemma":[0.9897516,0.000004714627,0.00983393,0.0001168579,0.00006902129,0.0000778896,0.0000405199,0.00004217246,0.00006323945],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8978937,"threshold_uncertainty_score":0.6438279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03236295979239208,"score_gpt":0.3159875214002431,"score_spread":0.283624561607851,"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."}}