{"id":"W4399765833","doi":"10.32920/26052493.v1","title":"Novel Solutions for Privacy, Security and Trust in Modern Medical Data Management Systems","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer security; Internet privacy; Trust management (information system); Information privacy; Computer science; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0101705,0.0004580703,0.0006438638,0.0008475229,0.002535724,0.006656324,0.002176005,0.003862334,0.004489158],"category_scores_gemma":[0.01469876,0.0006427137,0.001244187,0.0009515945,0.004377365,0.01188484,0.009135064,0.004730425,0.001050879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002846778,"about_ca_system_score_gemma":0.003736888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001157822,"about_ca_topic_score_gemma":0.0008823889,"domain_scores_codex":[0.9922236,0.002962533,0.000647519,0.001076359,0.00240187,0.0006883068],"domain_scores_gemma":[0.9921415,0.003022918,0.0009454181,0.002176748,0.001157556,0.0005558425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008386286,0.00007708771,0.0005844856,0.0001766532,0.00004319851,0.0002106455,0.001045499,0.00943228,0.002323364,0.9297331,0.004538497,0.05175126],"study_design_scores_gemma":[0.00007792764,0.00009860742,0.0002932853,0.0001649223,0.00004279989,0.0003370752,0.0004274222,0.09800351,0.002978679,0.8360544,0.06147408,0.00004728376],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02252847,0.003488668,0.9087679,0.03864554,0.0006913728,0.0003292965,0.0001105459,0.0003765613,0.02506171],"genre_scores_gemma":[0.6762471,0.004027548,0.2911415,0.003058742,0.001014638,0.0005635859,0.0001823281,0.00008804871,0.02367658],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0101705,"threshold_uncertainty_score":0.05378741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.388169316659441,"score_gpt":0.4787620921206744,"score_spread":0.09059277546123334,"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."}}