{"id":"W4409793593","doi":"10.61091/jcmcc127a-194","title":"Research on Network Data Security Integration Based on Blockchain Technology","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Medical Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Blockchain; Computer science; Computer security","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005075147,0.0002175581,0.0007102977,0.0007653987,0.0003497608,0.0001030983,0.0005306539,0.0002738494,0.00001218317],"category_scores_gemma":[0.004862059,0.0001616889,0.0000925619,0.001159323,0.000190729,0.00004187665,0.0003511277,0.001645998,0.000005449545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001947081,"about_ca_system_score_gemma":0.0007475638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007018722,"about_ca_topic_score_gemma":5.927446e-7,"domain_scores_codex":[0.9967167,0.0002615307,0.0007988977,0.0003146166,0.001429117,0.0004791197],"domain_scores_gemma":[0.9954011,0.002414969,0.0003279972,0.0006867151,0.0008835623,0.0002856914],"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":[0.001191605,0.002479031,0.000362355,0.0002353993,0.0001875801,0.0001680158,0.00007652515,0.00004860151,0.00005760196,0.9824215,0.005103374,0.007668401],"study_design_scores_gemma":[0.01055809,0.005600786,0.0001175361,0.003924403,0.0001252367,0.00003191783,0.0003231802,0.07016642,0.0007333093,0.9065922,0.001682468,0.0001444615],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9472866,0.0007020305,0.00581112,0.01017598,0.01504048,0.001495391,0.000009623801,0.00009484575,0.01938394],"genre_scores_gemma":[0.996869,0.00003031554,0.001776126,0.0001256845,0.001148819,0.000003402411,0.000007690574,0.00001855741,0.00002035346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07582932,"threshold_uncertainty_score":0.7151135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05217003173541059,"score_gpt":0.3931620854242752,"score_spread":0.3409920536888646,"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."}}