{"id":"W1501592175","doi":"10.56645/jmde.v11i24.422","title":"Utilization Focused Developmental Evaluation: Learning Through Practice","year":2015,"lang":"en","type":"article","venue":"Journal of MultiDisciplinary Evaluation","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Mastercard Foundation","keywords":"Data collection; Context (archaeology); Curriculum; Intervention (counseling); Sample (material); Citizen journalism; Participatory evaluation; Process (computing); Knowledge management; Computer science; Psychology; Process management; Medical education; Management science; Pedagogy; Sociology; Engineering; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"category_scores_codex":[0.07505964,0.0002055334,0.0003585021,0.0004466075,0.0003693301,0.0002924751,0.0005054672,0.0001214374,0.001525129],"category_scores_gemma":[0.03455161,0.0001541634,0.000148876,0.001161864,0.00006678399,0.004824895,0.0001479755,0.0003848429,0.0003919684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001259484,"about_ca_system_score_gemma":0.004821962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008477923,"about_ca_topic_score_gemma":0.00001992204,"domain_scores_codex":[0.9819041,0.00360681,0.001946343,0.0003551281,0.01194877,0.0002388335],"domain_scores_gemma":[0.9803132,0.001401765,0.002503792,0.000279946,0.01529869,0.0002026479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009350106,0.0006123038,0.0248473,0.000006944609,0.0001288724,0.00001143702,0.04830743,0.3558161,0.0005688733,0.0004097625,0.009918499,0.5584375],"study_design_scores_gemma":[0.007250878,0.001075007,0.03717446,0.0000788917,0.0003854047,0.0002971171,0.07289588,0.8296646,0.0008106349,0.02095848,0.02908332,0.0003253524],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8673399,0.001570026,0.06135384,0.009704444,0.00325515,0.001420493,0.000002850135,0.0000400949,0.05531318],"genre_scores_gemma":[0.9605368,0.0000604638,0.03832092,0.0001372303,0.0004233122,0.00003074624,0.00002969428,0.00001788668,0.000442998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5581121,"threshold_uncertainty_score":0.9993876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6300483308941991,"score_gpt":0.5906089619140568,"score_spread":0.03943936898014233,"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."}}