{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.02122766,0.0002038142,0.000285122,0.0007400702,0.0003894655,0.0003530841,0.0003538267,0.0001286374,0.009956214],"category_scores_gemma":[0.009593405,0.0001786159,0.0001756137,0.001756021,0.00002236294,0.001006432,0.00005309839,0.0001310464,0.002598305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001652014,"about_ca_system_score_gemma":0.002891407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002087144,"about_ca_topic_score_gemma":0.001072809,"domain_scores_codex":[0.992732,0.0007197569,0.0008573946,0.0008293165,0.004516198,0.000345329],"domain_scores_gemma":[0.9897026,0.001016447,0.0003140695,0.0009505406,0.007784057,0.0002322165],"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":[0.0001363748,0.0001149064,0.004589782,0.00001024963,0.00002824535,3.190196e-8,0.001018908,0.04899589,0.0006839047,0.001877138,0.0689676,0.8735769],"study_design_scores_gemma":[0.002839396,0.0004582398,0.06353687,0.00001423548,0.0001716157,0.000003912855,0.001960321,0.3624991,0.0008967879,0.04306342,0.524255,0.0003010579],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8355998,0.0001986683,0.04872486,0.02798719,0.007995368,0.01676195,0.0000414325,0.0002826285,0.06240806],"genre_scores_gemma":[0.9581212,0.000006835649,0.002048132,0.0005750735,0.000492778,0.001592451,0.0001473956,0.00002450317,0.03699163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8732759,"threshold_uncertainty_score":0.9987492,"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."}}