{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2034919,0.001040656,0.0009343574,0.004156493,0.003608177,0.01200844,0.003595088,0.00238192,0.006313581],"category_scores_gemma":[0.223915,0.0007385256,0.0007129544,0.002975033,0.01191639,0.009247537,0.01269146,0.004069154,0.001953891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009919845,"about_ca_system_score_gemma":0.02736128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001835397,"about_ca_topic_score_gemma":0.002464992,"domain_scores_codex":[0.7545406,0.2168401,0.006773933,0.004205253,0.01486577,0.002774381],"domain_scores_gemma":[0.7475864,0.1821003,0.009118676,0.02125442,0.03029694,0.009643222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001341829,0.0009535286,0.00378258,0.003566922,0.00005610512,0.0003476978,0.03738624,0.001268835,0.0008833812,0.0692603,0.01892668,0.8634336],"study_design_scores_gemma":[0.0004992426,0.002350519,0.01079181,0.03837007,0.0001972112,0.002078024,0.09393843,0.01022492,0.009632605,0.297894,0.5336908,0.0003324851],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05162492,0.009882019,0.7012228,0.05426154,0.001220421,0.01822743,0.0002344423,0.001781195,0.1615452],"genre_scores_gemma":[0.3169722,0.006824218,0.6538616,0.004340753,0.0002763805,0.01162622,0.0001786906,0.0003800472,0.005539981],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2034919,"threshold_uncertainty_score":0.9822363,"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."}}