{"id":"W4412419490","doi":"10.1016/j.bushor.2025.07.004","title":"Measure what matters: A blueprint for a sustainability culture diagnostic","year":2025,"lang":"en","type":"article","venue":"Business Horizons","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Blueprint; Measure (data warehouse); Sustainability; Business; Computer science; Engineering; Data mining; Biology; Ecology","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":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002554684,0.0002607224,0.0005639832,0.0004574567,0.0004529239,0.001913203,0.001032731,0.0001469161,0.0001284149],"category_scores_gemma":[0.03677788,0.0001817642,0.0002766332,0.002819024,0.0001187232,0.0008519911,0.000419497,0.000140355,0.00009175592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000179652,"about_ca_system_score_gemma":0.0004313011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007323825,"about_ca_topic_score_gemma":0.0001687766,"domain_scores_codex":[0.9964761,0.0001970793,0.000902462,0.0009138249,0.001070446,0.0004401218],"domain_scores_gemma":[0.9881392,0.005672297,0.0002431369,0.001386991,0.004440031,0.0001184007],"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":[0.0003104625,0.0004324782,0.01290605,0.00036305,0.00009345045,0.0000472894,0.001595567,0.001031228,0.0003506098,0.242721,0.3656774,0.3744714],"study_design_scores_gemma":[0.0007989412,0.00004282889,0.04387292,0.0004713063,0.00003864649,0.00001173757,0.007928774,0.0008049629,0.00003389029,0.4286029,0.5170864,0.0003066603],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03576483,0.00650536,0.9131103,0.03387952,0.004923486,0.002877601,0.00005246024,0.0002290097,0.002657456],"genre_scores_gemma":[0.9923602,0.00003016731,0.001600715,0.0009330132,0.0002287446,0.0003624098,0.000003525949,0.00001795942,0.004463283],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9565954,"threshold_uncertainty_score":0.9991229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07114283048526011,"score_gpt":0.3850329929382005,"score_spread":0.3138901624529404,"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."}}