{"id":"W4251851998","doi":"10.1007/978-1-4939-7131-2_101107","title":"Social Engineering","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Sociology; Geography","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001816332,0.0002461626,0.0002340171,0.0002645752,0.0001954603,0.00006414021,0.0002449497,0.0005390338,0.004007951],"category_scores_gemma":[0.0000212638,0.0002453186,0.00008060539,0.00007092205,0.0001392764,0.0001579931,0.000326111,0.0003245567,0.003018436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005173446,"about_ca_system_score_gemma":0.00001610546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003352125,"about_ca_topic_score_gemma":0.000003036609,"domain_scores_codex":[0.9991921,4.097405e-7,0.000211725,0.0002403096,0.0001586199,0.0001968915],"domain_scores_gemma":[0.9995601,0.000006443493,0.0001499045,0.0001131759,0.0001681089,0.000002282141],"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":[0.000002151316,0.000003344089,0.000008023015,0.00004422051,0.00005635272,0.000004168135,0.00002435808,4.005215e-8,0.000002284248,0.9122834,0.08556554,0.002006178],"study_design_scores_gemma":[0.00006423262,0.000001508342,0.00005131538,0.00001888575,0.00001989322,3.185973e-7,0.00001324905,0.00002470817,0.000009123398,0.1829001,0.8166187,0.0002779173],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009069299,0.0000132162,0.00051749,0.0005015413,0.0004387802,0.0001288016,7.320108e-7,0.000454525,0.9978542],"genre_scores_gemma":[0.009086756,0.000003151417,0.0009530288,0.002175026,0.006272313,0.00001609224,0.00007063937,0.00009124747,0.9813318],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7310532,"threshold_uncertainty_score":0.9999999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02957594846606,"score_gpt":0.2139630013411599,"score_spread":0.1843870528750999,"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."}}