{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01129793,0.0003985779,0.00022597,0.001533275,0.01271947,0.008289454,0.001597876,0.002108356,0.004845842],"category_scores_gemma":[0.01647198,0.0004239423,0.0004180996,0.0005947041,0.01091831,0.005761771,0.01310313,0.00333988,0.0009114206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002987497,"about_ca_system_score_gemma":0.008974115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002745247,"about_ca_topic_score_gemma":0.007326384,"domain_scores_codex":[0.99182,0.005500447,0.0001806835,0.0004777108,0.000844977,0.00117616],"domain_scores_gemma":[0.9872258,0.003378244,0.001176687,0.001247891,0.001044071,0.005927261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009910997,0.001004028,0.03372605,0.0002883334,0.00002067027,0.002238507,0.5955371,0.001387178,0.004956132,0.1060662,0.009852527,0.2448242],"study_design_scores_gemma":[0.00003026592,0.0004281748,0.01923566,0.0008036284,0.00002093642,0.001307163,0.6711459,0.002532593,0.002754357,0.06156995,0.2400516,0.0001197784],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8459767,0.0007809307,0.02980548,0.01338194,0.000299001,0.0003133941,0.00002174996,0.0002433536,0.1091774],"genre_scores_gemma":[0.9799957,0.0002847917,0.01284907,0.0004366509,0.00001923614,0.00007009845,0.00001938113,0.00004129621,0.006283768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01271947,"threshold_uncertainty_score":0.05974984,"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."}}