{"id":"W4366384147","doi":"10.3138/cjpe.26.005","title":"Using Evaluation to Shape and Direct Comprehensive Community Initiatives: Evaluation, Reflective Practice, and Interventions Dealing with Complexity","year":2011,"lang":"en","type":"article","venue":"Canadian Journal of Program Evaluation","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regional Municipality of Waterloo; Wilfrid Laurier University; Centre for Community Based Research","funders":"","keywords":"Citizen journalism; Participatory action research; Experiential learning; Experiential knowledge; Psychological intervention; Value (mathematics); Reflective practice; Action (physics); Sociology; Engineering ethics; Knowledge management; Psychology; Computer science; Pedagogy; Epistemology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.03954675,0.0001957779,0.0003567759,0.0009809297,0.0009649922,0.0004128538,0.0002711274,0.00007464553,0.001140724],"category_scores_gemma":[0.008975552,0.0001590631,0.00007966048,0.0009079338,0.0002989954,0.002204124,0.00004790155,0.0003908517,0.00000779551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006575838,"about_ca_system_score_gemma":0.003263183,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002367766,"about_ca_topic_score_gemma":0.03642814,"domain_scores_codex":[0.990506,0.005185869,0.001044016,0.0002928397,0.002687634,0.000283623],"domain_scores_gemma":[0.9802481,0.0008291129,0.001219279,0.0003194292,0.01685162,0.0005324716],"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":[0.0003026367,0.0002482798,0.02544828,0.00003259796,0.0003170501,0.000004822784,0.04249009,0.004703097,0.0001405039,0.001639327,0.0001170637,0.9245563],"study_design_scores_gemma":[0.002506036,0.002456092,0.5856649,0.0004646106,0.001226956,0.0001832753,0.03674655,0.3491762,0.00009176386,0.02031888,0.0008452677,0.0003195299],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980965,0.0009874278,0.004080187,0.0006598071,0.0002515844,0.003251795,0.00001769622,0.00001125545,0.009775275],"genre_scores_gemma":[0.9567327,0.00001643249,0.04277233,0.0002795099,0.00004880307,0.0001154407,0.00001725839,0.00001382366,0.000003724706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9242367,"threshold_uncertainty_score":0.9997724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8567416364459937,"score_gpt":0.631227536497771,"score_spread":0.2255140999482227,"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."}}