{"id":"W3168526949","doi":"10.21810/jicw.v3i3.2775","title":"Lessons from the Cambridge Analytica Crisis","year":2021,"lang":"en","type":"article","venue":"The Journal of Intelligence Conflict and Warfare","topic":"Cybersecurity and Cyber Warfare Studies","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Political science; Capitalism; Government (linguistics); Period (music); Key (lock); Economic history; Media studies; Economy; Sociology; History; Politics; Computer security; Economics; Art; Computer science; Law; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007290364,0.0008492647,0.0007680228,0.001969785,0.01011722,0.01535746,0.002127725,0.008455396,0.03086106],"category_scores_gemma":[0.02138531,0.000437682,0.0005066115,0.001523525,0.01311612,0.01183115,0.01011447,0.01373303,0.004575777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01590521,"about_ca_system_score_gemma":0.0125162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07636791,"about_ca_topic_score_gemma":0.1016784,"domain_scores_codex":[0.9924265,0.003142458,0.0002493765,0.0005552403,0.001608666,0.002017764],"domain_scores_gemma":[0.9903489,0.003086961,0.0004603325,0.0003119608,0.001617685,0.004174143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001285536,0.00005604352,0.001184857,0.0003481579,0.00001434461,0.001565825,0.03047549,0.0001735584,0.000186641,0.09541061,0.8347914,0.03566475],"study_design_scores_gemma":[0.00003921508,0.00004362052,0.001997777,0.0009063876,0.000007298583,0.000479101,0.05910086,0.0001124547,0.0001338313,0.02628525,0.9108447,0.00004943904],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01020945,0.0192802,0.0002986194,0.9034023,0.005119447,0.0000264363,0.0001924681,0.00006137322,0.06140973],"genre_scores_gemma":[0.4871457,0.0348738,0.0009946119,0.4058913,0.007173844,0.0002334956,0.0004812395,0.0003079169,0.06289804],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07636791,"threshold_uncertainty_score":0.1518468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05845108042394054,"score_gpt":0.3485648321604428,"score_spread":0.2901137517365022,"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."}}