{"id":"W3196514161","doi":"10.1002/ev.20464","title":"Supporting systems transformation through design‐driven evaluation","year":2021,"lang":"en","type":"article","venue":"New Directions for Evaluation","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Economics Association","funders":"","keywords":"Cognitive reframing; Computer science; Process (computing); Process management; Service (business); New product development; Knowledge management; Product (mathematics); Value (mathematics); Management science; Engineering management; Systems engineering; Engineering; Business","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":[],"consensus_categories":[],"category_scores_codex":[0.05638894,0.001290834,0.0008962627,0.002214781,0.001404008,0.00742562,0.002333204,0.001925057,0.006768286],"category_scores_gemma":[0.1059714,0.0006905892,0.0008494824,0.001125718,0.005295665,0.005204346,0.005736333,0.002523958,0.000821056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005306484,"about_ca_system_score_gemma":0.01149596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00293236,"about_ca_topic_score_gemma":0.002308627,"domain_scores_codex":[0.9308261,0.05489292,0.00199571,0.001699875,0.009439312,0.001146079],"domain_scores_gemma":[0.8685998,0.1015959,0.004243325,0.01074142,0.01336797,0.001451581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004135444,0.0009170544,0.004804641,0.001896457,0.0001828572,0.0002709607,0.00313423,0.1348314,0.006732847,0.5249842,0.006987066,0.3148448],"study_design_scores_gemma":[0.0006934353,0.0008458593,0.001130661,0.001342877,0.0001115708,0.0001326366,0.001584921,0.5220158,0.01877415,0.3881384,0.06509055,0.0001391086],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01735178,0.0003303882,0.9492179,0.002622828,0.000155205,0.002240465,0.0001463962,0.00142946,0.02650553],"genre_scores_gemma":[0.3721265,0.0003154668,0.6220856,0.0005233823,0.00004025236,0.002436262,0.0002561475,0.0002393074,0.001977141],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.05638894,"threshold_uncertainty_score":0.2982167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4219147858864458,"score_gpt":0.5201704823327796,"score_spread":0.09825569644633386,"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."}}