{"id":"W4408689889","doi":"10.2478/cait-2025-0002","title":"Federated Learning and Blockchain-Based Collaborative Framework for Real-Time Wild Life Monitoring","year":2025,"lang":"en","type":"article","venue":"Cybernetics and Information Technologies","topic":"Privacy-Preserving Technologies in Data","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Blockchain; Computer science; Collaborative learning; Data science; Process management; Knowledge management; Computer security; 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":[0.002261447,0.0004392099,0.000772976,0.0005622207,0.0007185891,0.0012333,0.001678979,0.0009886073,0.003727795],"category_scores_gemma":[0.003936791,0.0002790294,0.000360705,0.0005967945,0.0008149837,0.002491431,0.002008542,0.000961086,0.0005184243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008745298,"about_ca_system_score_gemma":0.002494694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007206297,"about_ca_topic_score_gemma":0.008440553,"domain_scores_codex":[0.9989982,0.0002675784,0.00006294325,0.0002585289,0.0002398147,0.0001728356],"domain_scores_gemma":[0.9981518,0.0007407221,0.0001872366,0.0003984246,0.0003598522,0.0001618826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003604984,0.0002902368,0.004435367,0.00008987964,0.00005454408,0.0003102295,0.0001509839,0.8204469,0.003522852,0.01967704,0.002607325,0.1480542],"study_design_scores_gemma":[0.000009852781,0.00002067909,0.000118873,0.000003980083,0.000004070645,0.00001551316,0.00001043358,0.9924052,0.0006069129,0.006188301,0.0006121703,0.000004008629],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07439508,0.0002784888,0.9186144,0.000596605,0.00007394329,0.00015993,0.0002328515,0.001741505,0.003907215],"genre_scores_gemma":[0.9214727,0.0001167448,0.07448882,0.0001078384,0.00002496083,0.0001293569,0.0002470885,0.00004219613,0.003370406],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007206297,"threshold_uncertainty_score":0.01432872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00966936247822796,"score_gpt":0.2597625681618059,"score_spread":0.250093205683578,"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."}}