{"id":"W4399302908","doi":"10.1057/s41599-024-03236-6","title":"Defining social innovation for post-secondary educational institutions: a concept analysis","year":2024,"lang":"en","type":"article","venue":"Humanities and Social Sciences Communications","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Knowledge management; Sociology; Business; 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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006074973,0.00009286043,0.0001332553,0.0006453483,0.00555438,0.0005884789,0.0004088368,0.00008321726,0.00009203084],"category_scores_gemma":[0.00008490379,0.00009408717,0.00006501623,0.002220373,0.001833875,0.0007984476,0.0002747736,0.0001677047,0.00001009758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005407607,"about_ca_system_score_gemma":0.000258278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001619856,"about_ca_topic_score_gemma":0.0003320339,"domain_scores_codex":[0.9992618,0.00001616053,0.000253953,0.0001816095,0.0001233512,0.0001631028],"domain_scores_gemma":[0.9993197,0.0001423683,0.000107346,0.0000944663,0.0003346499,0.000001515974],"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":[0.00000129653,0.00002327042,0.0003478528,0.00003151651,0.00009410434,4.843188e-8,0.004149589,7.692732e-7,0.000007502296,0.9881358,0.002071132,0.005137123],"study_design_scores_gemma":[0.0001917724,0.00001457423,0.0234621,0.00002195231,0.0002672971,6.06321e-7,0.03221413,0.001599816,0.000004646105,0.3766637,0.5652057,0.0003536856],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2361105,0.006346448,0.01035954,0.1741749,0.001492806,0.001449106,0.0003380668,0.0009257094,0.5688029],"genre_scores_gemma":[0.9928835,0.0000171541,0.001779009,0.003823527,0.0003320333,0.0001918602,0.0006429081,0.000006079464,0.0003239036],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7567731,"threshold_uncertainty_score":0.9957402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1579235105097684,"score_gpt":0.3518227968368665,"score_spread":0.1938992863270981,"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."}}