{"id":"W7161825497","doi":"10.82308/46139","title":"Navigating Instagram's compliance with transparency requirements in EU and Canadian data protection law","year":2025,"lang":"en","type":"dissertation","venue":"","topic":"Privacy, Security, and Data Protection","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transparency (behavior); Accountability; Data Protection Act 1998; Compliance (psychology); Information privacy; Enforcement; General Data Protection Regulation; Privacy by Design; Privacy policy; Privacy law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.05564315,0.0004238987,0.000558743,0.003883436,0.02594927,0.02441299,0.003780999,0.005250454,0.005650724],"category_scores_gemma":[0.1217235,0.0007665141,0.0007915696,0.005902935,0.01549554,0.006857365,0.008790079,0.006514535,0.000616018],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1474884,"about_ca_system_score_gemma":0.3137922,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9781959,"about_ca_topic_score_gemma":0.974113,"domain_scores_codex":[0.9280072,0.01383643,0.00263427,0.005799801,0.038955,0.01076732],"domain_scores_gemma":[0.865294,0.06365138,0.003794691,0.01002964,0.05242737,0.004802826],"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":[0.00009445276,0.00009007881,0.01333822,0.0001721725,0.00003648852,0.0006514053,0.0546148,0.001939054,0.001284426,0.8331598,0.04360241,0.0510166],"study_design_scores_gemma":[0.00007111618,0.00008976538,0.04934705,0.001106319,0.0001139858,0.0003168991,0.07690147,0.009244344,0.005292548,0.07998162,0.7770408,0.0004941585],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2331524,0.001661025,0.02061433,0.1252543,0.0003575986,0.0008190527,0.001627921,0.0005472746,0.615966],"genre_scores_gemma":[0.9170662,0.000984416,0.01454574,0.01500716,0.00005384766,0.0003974507,0.0006374898,0.0001945198,0.0511132],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1474884,"threshold_uncertainty_score":0.9887927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1279351092236929,"score_gpt":0.381979717454228,"score_spread":0.2540446082305352,"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."}}