{"id":"W4386416857","doi":"10.1111/tgis.13094","title":"<scp>MapSafe</scp>: A complete tool for achieving geospatial data sovereignty","year":2023,"lang":"en","type":"article","venue":"Transactions in GIS","topic":"Privacy-Preserving Technologies in Data","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Geospatial analysis; Encryption; Hash function; Volume (thermodynamics); Computer science; Sovereignty; Masking (illustration); Computer security; Scheme (mathematics); Database; World Wide Web; Geography; Cartography; Political science","routes":{"ca_aff":true,"ca_fund":false,"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":["open_science"],"consensus_categories":["open_science"],"category_scores_codex":[0.0008070733,0.0002039143,0.0002532678,0.0003802111,0.0002941843,0.0001828209,0.02450201,0.0001560724,0.0000405247],"category_scores_gemma":[0.005161225,0.0002221457,0.00007519199,0.001474287,0.00009799359,0.0013795,0.009052137,0.0003963845,0.0001195538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009045201,"about_ca_system_score_gemma":0.00009482513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001364425,"about_ca_topic_score_gemma":0.0001991643,"domain_scores_codex":[0.9977616,0.00006289071,0.0003924113,0.0008540299,0.0003175823,0.0006114853],"domain_scores_gemma":[0.9889398,0.001099584,0.00008817772,0.009776068,0.00004611398,0.00005027719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002783611,0.0004832116,0.001435739,0.0003615968,0.0002706698,0.00009825309,0.001241384,0.00406988,0.003045491,0.01625596,0.4819179,0.4907921],"study_design_scores_gemma":[0.000783583,0.00006838196,0.002848115,0.00006112247,0.00002025299,0.00001476097,0.0001085255,0.849776,0.0005655952,0.09206031,0.05350907,0.0001842498],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006412059,0.00004158,0.9829754,0.005972135,0.0006510226,0.0005034328,0.001234443,0.001738265,0.0004716666],"genre_scores_gemma":[0.3587342,0.0001855646,0.6396952,0.0001912784,0.00009622947,0.0002632732,0.0004646906,0.00004677001,0.0003228451],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8457062,"threshold_uncertainty_score":0.9989625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08567569726152546,"score_gpt":0.3076263254562965,"score_spread":0.2219506281947711,"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."}}