{"id":"W4318577055","doi":"10.2139/ssrn.4321205","title":"Transparent Lives: Surveillance in Canada","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Global Security and Public Health","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Queen's University; University of Victoria","funders":"","keywords":"Internet privacy; Political science; Data science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003894455,0.00006470146,0.0001220155,0.00006694133,0.0003330136,0.00003567247,0.0002772203,0.00003524497,0.00007189457],"category_scores_gemma":[0.0001327872,0.00006395519,0.00003340429,0.0007213231,0.00003328582,0.0001115291,0.000008064837,0.0009499936,0.0000271888],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004941697,"about_ca_system_score_gemma":0.04444327,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9878386,"about_ca_topic_score_gemma":0.999926,"domain_scores_codex":[0.9962608,0.0003313838,0.0001997989,0.0001122313,0.0004265155,0.002669272],"domain_scores_gemma":[0.999585,0.00009285261,0.00005222673,0.00005859904,0.00003899927,0.000172368],"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":[0.0000411341,0.00006398786,0.2925979,0.00001829725,0.0000589879,0.00008980998,0.01654635,0.0004658569,0.000003272163,0.6063422,0.005815464,0.07795673],"study_design_scores_gemma":[0.0009284404,0.0001401839,0.1277215,0.00004289305,0.000004332543,0.00004914786,0.2039604,0.0001771128,0.000001455094,0.2427682,0.4237868,0.000419488],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9626883,0.001650968,0.00006412551,0.02269107,0.0006029494,0.0001294754,0.00001082646,0.00003800813,0.01212434],"genre_scores_gemma":[0.9820399,0.01702197,0.000001679074,0.0002321827,0.0001872597,0.000002280746,0.000003414988,0.000004767565,0.0005065022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4179713,"threshold_uncertainty_score":0.9988782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01959454139257138,"score_gpt":0.2922381263392976,"score_spread":0.2726435849467262,"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."}}