{"id":"W4300865418","doi":"10.18666/jnel-2022-11213","title":"Social Innovation through Evaluation Science Dynamic Learning Approaches for Nonprofit Leaders Driving Social Change","year":2022,"lang":"en","type":"article","venue":"Journal of Nonprofit Education and Leadership","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Process (computing); Field (mathematics); Knowledge management; Public relations; Organizational learning; Business; Political science; Computer science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.05402988,0.001084036,0.0008442891,0.004682916,0.003354995,0.01412151,0.002712882,0.002227034,0.01205057],"category_scores_gemma":[0.06847987,0.0004205648,0.0006863853,0.002212367,0.01050897,0.00869123,0.008839326,0.004094641,0.001010551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0118447,"about_ca_system_score_gemma":0.01629826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002294678,"about_ca_topic_score_gemma":0.004283879,"domain_scores_codex":[0.9471076,0.04506038,0.0008922555,0.00158153,0.004453847,0.000904388],"domain_scores_gemma":[0.9339615,0.05089005,0.002686972,0.004109122,0.006140198,0.002212206],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008437846,0.0007113752,0.00266768,0.0006073465,0.00006637959,0.000088908,0.004925201,0.008581184,0.0004774896,0.7849323,0.00565592,0.1912018],"study_design_scores_gemma":[0.0001226274,0.0004054811,0.001175113,0.0009621033,0.00005025866,0.00005471569,0.008569771,0.02479451,0.001645731,0.9121149,0.050051,0.00005393648],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03327837,0.002905728,0.6800274,0.04530662,0.000762163,0.004183031,0.0001817811,0.0008263048,0.2325287],"genre_scores_gemma":[0.6291276,0.002320573,0.3456323,0.002059557,0.0003177462,0.004916455,0.0001054195,0.0001702679,0.01535003],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9459701,"threshold_uncertainty_score":0.2857407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.769876198722961,"score_gpt":0.5556203033682248,"score_spread":0.2142558953547362,"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."}}