{"id":"W4401537243","doi":"10.29173/cjnser662","title":"An Upside-Down Approach to Social Innovation at Institutions of Higher Education","year":2024,"lang":"en","type":"article","venue":"Canadian journal of nonprofit and social economy research","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Higher education; Social innovation; Social institution; Root (linguistics); Power (physics); Sociology; Public relations; Political science; Economic growth; Social science; Economics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.003116784,0.00006137972,0.0001394714,0.0007638489,0.002334005,0.0002840302,0.0003000204,0.0001118133,0.0002068572],"category_scores_gemma":[0.00005408465,0.00006634172,0.00004268506,0.0009316961,0.0003538952,0.0003392833,0.00002830508,0.0005242885,0.00001386001],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006977142,"about_ca_system_score_gemma":0.006580438,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02745985,"about_ca_topic_score_gemma":0.03153044,"domain_scores_codex":[0.9986072,0.0005134711,0.0002667063,0.0001097567,0.0002131417,0.0002897333],"domain_scores_gemma":[0.9988034,0.00007633032,0.00006664038,0.00007024308,0.0007250948,0.0002582718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000148227,0.00004976143,0.003325742,0.00007418303,0.00004942496,0.000002623759,0.08960881,0.00001419729,0.00005443759,0.8640478,0.01852372,0.02423448],"study_design_scores_gemma":[0.0001160949,0.0000883192,0.01327256,0.00003649187,0.00001302749,0.000001648863,0.04952779,0.00001164242,0.00002188279,0.005943781,0.9308613,0.0001054741],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7372946,0.0002798724,0.00002596466,0.01255745,0.0003227074,0.0001854159,0.000007900304,0.000008355692,0.2493178],"genre_scores_gemma":[0.9950373,0.000009693274,0.0001170085,0.0002701094,0.001005812,0.0000137203,0.00001312324,0.000008348523,0.003524933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9123376,"threshold_uncertainty_score":0.9990513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2412244603002448,"score_gpt":0.4525575735368489,"score_spread":0.2113331132366041,"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."}}