{"id":"W4406816177","doi":"10.5117/9789463727679_ch16","title":"Lessons Learned from The eQuality Project : Privacy and Equality for Youth in Networked Spaces","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Privacy, Security, and Data Protection","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Internet privacy; Computer science; Sociology; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.003336373,0.0002931863,0.0004645343,0.00008683966,0.0007474246,0.0003479137,0.0008376697,0.0005524802,0.0001001722],"category_scores_gemma":[0.001376598,0.0002214793,0.0001410609,0.0001120599,0.000408027,0.0002408495,0.0007300561,0.0005340372,0.000005349171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001590458,"about_ca_system_score_gemma":0.0006187402,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.110055,"about_ca_topic_score_gemma":0.1388916,"domain_scores_codex":[0.9975742,0.0004845684,0.000430785,0.0007200551,0.0003869589,0.0004034867],"domain_scores_gemma":[0.9977054,0.001143108,0.0002719487,0.0007080038,0.00009950845,0.00007201786],"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":[0.00019269,0.00004164618,0.0004188059,0.00008603215,0.00008825671,6.524294e-7,0.02882596,5.005566e-7,0.000001287564,0.9021686,0.009501733,0.05867386],"study_design_scores_gemma":[0.0004254513,0.00003043134,0.0001977124,0.0001645054,0.00009467722,3.439683e-8,0.005727177,0.00004675791,0.000003128646,0.4099496,0.5830575,0.0003030167],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001738141,0.002717254,0.007865782,0.04454976,0.001172534,0.006323455,0.003033628,0.0003777097,0.9322218],"genre_scores_gemma":[0.3379267,0.01559053,0.002839352,0.002686822,0.004734742,0.0005180791,0.002395528,0.000126808,0.6331815],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5735558,"threshold_uncertainty_score":0.9031664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2287800077618204,"score_gpt":0.3960450874080094,"score_spread":0.167265079646189,"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."}}