{"id":"W4407910857","doi":"10.1080/14719037.2025.2469237","title":"Digital platforms and hybridized social sector accountability: a critical discourse analysis of promotional material","year":2025,"lang":"en","type":"article","venue":"Public Management Review","topic":"Nonprofit Sector and Volunteering","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Critical discourse analysis; Accountability; Discourse analysis; Public relations; Business; Sociology; Public administration; Political science; Politics; Linguistics; Ideology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001068959,0.0001144001,0.0004316044,0.0002273499,0.0002454869,0.000242272,0.0002202285,0.00003658839,0.001210556],"category_scores_gemma":[0.0002542802,0.00009724837,0.0001812151,0.001128442,0.0003099079,0.0005371334,0.0001753895,0.0000574233,0.000002963207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008146943,"about_ca_system_score_gemma":0.00006035582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001244509,"about_ca_topic_score_gemma":0.0001221691,"domain_scores_codex":[0.9986638,0.00004374204,0.000358136,0.0002682458,0.000395505,0.0002705585],"domain_scores_gemma":[0.9995392,0.00007199806,0.00007585052,0.0001471677,0.00009966575,0.00006611705],"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":[0.00001722343,0.000221145,0.01811269,0.005427881,0.001165125,0.000002591662,0.0004476617,6.642954e-8,0.00000816775,0.9037151,0.001703681,0.06917866],"study_design_scores_gemma":[0.001768587,0.00009529004,0.2181881,0.003426364,0.01084939,0.000001457481,0.005978351,0.0002567682,0.00003081602,0.03459196,0.7234139,0.001399003],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6639732,0.00959142,0.003379284,0.02697405,0.001354177,0.004052754,0.0004992309,0.0003284972,0.2898474],"genre_scores_gemma":[0.996588,0.002116785,0.00008774467,0.0002028239,0.00009488938,0.00009680061,0.0000653664,0.000005462878,0.0007421087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8691232,"threshold_uncertainty_score":0.9997025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03568889880568963,"score_gpt":0.3797557529857755,"score_spread":0.3440668541800858,"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."}}