{"id":"W431800538","doi":"","title":"Business-driven social change:a systematic review of the evidence","year":2013,"lang":"en","type":"book","venue":"Aston Publications Explorer (Aston University)","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Network for Business Sustainability","keywords":"Dispose pattern; Business; Order (exchange); Marketing; Product (mathematics); Government (linguistics); Public relations; Supply chain; Corporate social responsibility; Political science; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004555881,0.0002946809,0.001040624,0.0008049976,0.0004667519,0.00008054525,0.001788104,0.0002645585,0.0008126646],"category_scores_gemma":[0.00054324,0.0003002911,0.0004141628,0.001489406,0.000222771,0.001105825,0.0005473741,0.0004113025,0.0005854721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008723742,"about_ca_system_score_gemma":0.0004184786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001760633,"about_ca_topic_score_gemma":0.00004129629,"domain_scores_codex":[0.9983751,0.000112924,0.0007512933,0.0003497115,0.0001463969,0.0002645349],"domain_scores_gemma":[0.9964007,0.0001450718,0.001744792,0.001026002,0.0005979489,0.00008554113],"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":[0.00000487235,0.0001511125,0.0005749948,0.1156529,0.0004706263,0.000001087212,0.006811604,5.753248e-7,0.000001126945,0.7121021,0.1639195,0.0003094796],"study_design_scores_gemma":[0.0004197106,0.00003868319,0.01535204,0.1366887,0.0005922324,0.000004469668,0.0006571815,0.00002285994,0.000002153763,0.006609621,0.8384058,0.001206461],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006049804,0.03969713,0.0005486991,0.03274914,0.001068968,0.006922591,0.0005515608,0.0002648699,0.917592],"genre_scores_gemma":[0.005273704,0.03360602,0.0001435498,0.001060746,0.000211899,0.0001204067,0.000290835,0.00008433422,0.9592085],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7054924,"threshold_uncertainty_score":0.9999449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.149076956493208,"score_gpt":0.2399440915587452,"score_spread":0.09086713506553729,"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."}}