{"id":"W2062250482","doi":"10.1080/19420676.2012.726005","title":"Impact Metrics for Social Innovation: Barriers or Bridges to Radical Change?","year":2012,"lang":"en","type":"article","venue":"Journal of Social Entrepreneurship","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":129,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Social innovation; Business; Environmental economics; Sociology; Economics; Political science; Public relations","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001789349,0.0001975761,0.0003910201,0.0008608472,0.0005572391,0.0001090457,0.000349775,0.0002585115,0.0002181488],"category_scores_gemma":[0.002206112,0.0001611835,0.0001982304,0.002684734,0.0001337186,0.0009406762,0.0001319442,0.0003312016,0.00002107506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002360211,"about_ca_system_score_gemma":0.000120672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009647553,"about_ca_topic_score_gemma":0.000001844246,"domain_scores_codex":[0.9983004,0.00002953596,0.0005986209,0.000143587,0.0004191796,0.0005086389],"domain_scores_gemma":[0.9982629,0.00009963117,0.0007214371,0.0000672708,0.00081397,0.00003476345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001332655,0.0004110149,0.3878275,0.0001564175,0.0004950816,0.00001763438,0.008401735,0.000001885952,0.0002671029,0.4357661,0.08825964,0.0770632],"study_design_scores_gemma":[0.00269677,0.0001655697,0.7239166,0.00004312165,0.0002701939,0.00002415684,0.005309939,0.00001694078,0.0007689849,0.01211926,0.2538939,0.000774528],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819013,0.00005504419,0.002602844,0.01196715,0.001802256,0.0004640706,0.00001017133,0.00006489782,0.001132236],"genre_scores_gemma":[0.9834492,0.000002682294,0.0006869222,0.003898483,0.01175025,0.00003796045,0.00001200683,0.00002919914,0.0001332913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4236469,"threshold_uncertainty_score":0.6572875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.118903756370815,"score_gpt":0.3394373076184379,"score_spread":0.2205335512476229,"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."}}