{"id":"W2948770661","doi":"10.1002/ev.20365","title":"Sustainability‐Ready Evaluation: A Call to Action","year":2019,"lang":"en","type":"article","venue":"New Directions for Evaluation","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Evaluation Society","funders":"","keywords":"Sustainability; Transformative learning; Sustainability science; Sustainability organizations; Relevance (law); Process management; Sustainable development; Social sustainability; Environmental resource management; Checklist; Natural resource; Action (physics); Business; Engineering ethics; Management science; Environmental planning; Computer science; Risk analysis (engineering); Political science; Sociology; Engineering; Psychology; Economics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.6195292,0.002738876,0.005974706,0.007788901,0.01369883,0.04218663,0.01029457,0.04015231,0.01429921],"category_scores_gemma":[0.5939354,0.002202036,0.0047507,0.005039988,0.04743597,0.04938367,0.02784846,0.05155265,0.003248448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02999712,"about_ca_system_score_gemma":0.1774504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009849535,"about_ca_topic_score_gemma":0.01095528,"domain_scores_codex":[0.3474703,0.5337562,0.0307584,0.007477756,0.07155301,0.008984444],"domain_scores_gemma":[0.1656388,0.6587371,0.01511685,0.031805,0.1000885,0.0286138],"domain_codex":"methods","domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002505973,0.0007914006,0.001716862,0.004881787,0.0001617525,0.0004010921,0.008684715,0.001867567,0.0005565382,0.2335049,0.4462766,0.3009061],"study_design_scores_gemma":[0.0002856501,0.0003942348,0.002126624,0.02445687,0.0001266564,0.0004148532,0.01672015,0.002403154,0.0007515468,0.4055137,0.5463141,0.0004924672],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007430742,0.006136144,0.02500995,0.952478,0.004246571,0.0007155819,0.00005346606,0.0003053509,0.01031191],"genre_scores_gemma":[0.1020285,0.01735385,0.3152071,0.5364714,0.009351172,0.006784605,0.0003746433,0.0007095642,0.01171921],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.6195292,"threshold_uncertainty_score":0.4691883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3058992048136394,"score_gpt":0.5825784932667877,"score_spread":0.2766792884531483,"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."}}