{"id":"W2995471644","doi":"10.3138/cjpe.53365","title":"“Deliverology” and Evaluation: A Tale of Two Worlds","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Program Evaluation","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Corporate governance; Politics; Context (archaeology); Value (mathematics); Public value; Public management; Critical reflection; Political science; Public relations; Reflection (computer programming); Complement (music); Public administration; Sociology; Economics; Management; Law; Computer science; History","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gpt","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"},{"model":"grok","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"},{"model":"opus","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":true,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0238547,0.0001031446,0.0002806693,0.0007245962,0.00009040617,0.0001506062,0.0003197215,0.00006501799,0.008132076],"category_scores_gemma":[0.001372368,0.00008126855,0.00009321247,0.0006619731,0.000123549,0.0005892905,0.00001583324,0.0001588611,0.00009447731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002046855,"about_ca_system_score_gemma":0.004307778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003213064,"about_ca_topic_score_gemma":0.008731012,"domain_scores_codex":[0.9953452,0.0007313894,0.0009349275,0.0001996878,0.002583975,0.0002047985],"domain_scores_gemma":[0.9935102,0.0002730738,0.0008720677,0.0002922152,0.004748589,0.0003038251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002255567,0.00002926001,0.1714171,0.000005754183,0.00003386828,0.000001225837,0.001038824,0.004560333,0.0001661509,0.0007125015,0.001161426,0.820851],"study_design_scores_gemma":[0.005691311,0.00178551,0.470558,0.0001106316,0.0003282061,0.0001177594,0.002292568,0.4569342,0.0002992018,0.03400551,0.02761645,0.0002606158],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895191,0.001035417,0.0001484636,0.001454786,0.0007566388,0.001184532,0.000004750186,0.000003300725,0.005892982],"genre_scores_gemma":[0.9972029,0.00001129433,0.002280581,0.0001477469,0.00009443718,0.00003163875,0.000007101533,0.000006363542,0.0002179755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8205904,"threshold_uncertainty_score":0.9927746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2895418597302168,"score_gpt":0.5351081862029722,"score_spread":0.2455663264727554,"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."}}