{"id":"W3217595404","doi":"10.21810/jicw.v4i2.3751","title":"Big Data Surveillance","year":2021,"lang":"en","type":"article","venue":"The Journal of Intelligence Conflict and Warfare","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Safeguarding; Presentation (obstetrics); Big data; Internet privacy; Event (particle physics); Computer science; Data science; Computer security; Medicine; Data mining","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":[0.01373674,0.0007919053,0.0007071994,0.002767826,0.002938008,0.007937607,0.001310514,0.00294155,0.03606222],"category_scores_gemma":[0.04430698,0.0004764757,0.0008536389,0.002441305,0.001080025,0.005881247,0.005297923,0.004278968,0.014397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002842033,"about_ca_system_score_gemma":0.004841675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004467525,"about_ca_topic_score_gemma":0.006690452,"domain_scores_codex":[0.9846205,0.005778444,0.001056695,0.001569398,0.005863852,0.00111114],"domain_scores_gemma":[0.9708881,0.008732302,0.001972776,0.003782674,0.009717527,0.004906664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000782673,0.0000187932,0.002517953,0.0001688523,0.00002964112,0.00008976703,0.0003308643,0.0001880232,0.000321287,0.010955,0.9176707,0.06763093],"study_design_scores_gemma":[0.00001183285,0.00002687516,0.001775676,0.0002242081,0.000007634013,0.0001534835,0.0004175209,0.000630906,0.0003608155,0.005990615,0.9903775,0.00002303543],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.008386045,0.0268355,0.03989903,0.469954,0.06729484,0.001306491,0.03240389,0.006280471,0.3476397],"genre_scores_gemma":[0.2387057,0.04467627,0.05280966,0.2149063,0.06298041,0.002070158,0.08395568,0.002827121,0.2970687],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03606222,"threshold_uncertainty_score":0.1206401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6614659711673021,"score_gpt":0.546002071929661,"score_spread":0.1154638992376411,"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."}}