{"id":"W7132891368","doi":"","title":"Making (Radical) Change Real: Understanding the Relational Elements Necessary to Undertake Transformational Social Innovation Between Nonprofits and Local Governments","year":2025,"lang":"","type":"dissertation","venue":"TSpace","topic":"Innovation, Technology, and Society","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Transformational leadership; Transformative learning; Social innovation; Typology; Government (linguistics); Empirical research; Local government; Social change","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002412083,0.0005209423,0.0005284641,0.0004519724,0.005206521,0.0002411339,0.0005578466,0.001289715,0.0001489119],"category_scores_gemma":[0.0002004961,0.0005210348,0.0001366045,0.004205876,0.0006280402,0.0006311105,0.0001097411,0.001057794,0.00001259783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002460231,"about_ca_system_score_gemma":0.0007796556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000787721,"about_ca_topic_score_gemma":0.001836859,"domain_scores_codex":[0.9950038,0.0003010641,0.001230365,0.0007181101,0.001966906,0.000779801],"domain_scores_gemma":[0.9979123,0.0004045794,0.0008855389,0.0002125179,0.0005067568,0.00007833704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000861175,0.00005591343,0.01051709,0.0002257772,0.0003200864,8.587684e-7,0.2468006,0.000009142665,0.0000423092,0.7275671,0.001599611,0.01277531],"study_design_scores_gemma":[0.001550315,0.0001429422,0.1420495,0.0007646739,0.0003915118,9.689333e-7,0.7995515,0.0009980196,0.00006403427,0.03607036,0.01732669,0.001089428],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6593646,0.0002161679,0.1603353,0.08046852,0.002604537,0.005746452,0.0003523676,0.0003759518,0.09053611],"genre_scores_gemma":[0.991662,0.0002902728,0.0004830041,0.001495272,0.0008477978,0.0002137081,0.001448084,0.0000423245,0.00351755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6914968,"threshold_uncertainty_score":0.9997241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1637993343846601,"score_gpt":0.4101141978523066,"score_spread":0.2463148634676464,"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."}}