{"id":"W4235915855","doi":"10.22215/etd/2009-08879","title":"Understanding privacy problems &amp; developing sustainable solutions : an examination of the DNCL initiative in Canada","year":2009,"lang":"en","type":"dissertation","venue":"","topic":"Privacy, Security, and Data Protection","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Internet privacy; Computer security; Business; Computer science; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001199078,0.0001553242,0.0001986722,0.0002158753,0.00104333,0.00008295122,0.0005893048,0.0001956162,0.00004164982],"category_scores_gemma":[0.001180616,0.0001410598,0.00003538319,0.0009556313,0.00006039488,0.0007844542,0.00008735342,0.0003134749,7.50695e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006248316,"about_ca_system_score_gemma":0.008988734,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9519548,"about_ca_topic_score_gemma":0.9994054,"domain_scores_codex":[0.9978335,0.0005137656,0.0003701175,0.0002731371,0.0005731984,0.0004362884],"domain_scores_gemma":[0.998921,0.0001009623,0.0003430505,0.0002769395,0.0003025954,0.00005541772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003755423,0.0001766279,0.002044484,0.0006621719,0.00004896793,0.000004477408,0.2194739,0.0002012209,0.00009088434,0.7677446,0.001924169,0.007590931],"study_design_scores_gemma":[0.0004127605,0.00003984373,0.2067327,0.0005518518,0.00004104108,6.060145e-7,0.5642558,0.0001490234,0.0002490104,0.2172787,0.009685975,0.0006026404],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6332198,0.0005742852,0.0201669,0.005728783,0.002139183,0.0073515,0.00008689174,0.0002084507,0.3305242],"genre_scores_gemma":[0.9971255,0.0001481257,0.000238937,0.00005801281,0.00005494157,0.00004449712,0.0003914189,0.00001146594,0.001927068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5504658,"threshold_uncertainty_score":0.9975665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1373838529695368,"score_gpt":0.3215582597895312,"score_spread":0.1841744068199944,"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."}}