{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.0002121866,0.0001695683,0.0001981665,0.0003640664,0.0003645575,0.0005256066,0.002289073,0.0003421539,6.589674e-7],"category_scores_gemma":[0.02331923,0.0001623922,0.00001797049,0.0008018174,0.0002140393,0.0004448946,0.008106653,0.0003074231,0.000002418472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004265052,"about_ca_system_score_gemma":0.00009187124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006411892,"about_ca_topic_score_gemma":4.250371e-7,"domain_scores_codex":[0.9990629,0.00001802448,0.0003126218,0.0002301515,0.0001275934,0.0002487249],"domain_scores_gemma":[0.9982104,0.0004578796,0.0001893141,0.0008797975,0.0002350863,0.00002753911],"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":[0.00003991517,0.00004429784,0.005239951,0.0002657195,0.00009781383,0.000001307915,0.000378191,0.0003462407,0.0007531823,0.2039255,0.01626419,0.7726437],"study_design_scores_gemma":[0.0006005737,0.0002193356,0.0009211172,0.0002952892,0.00001324885,0.000001114429,0.002446889,0.7299661,0.02676571,0.2250671,0.01335954,0.0003439789],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.134162,0.001235434,0.8163579,0.0395928,0.0002638836,0.0008525802,0.00004477478,0.006222097,0.001268549],"genre_scores_gemma":[0.4644357,0.001156334,0.5341579,0.0001124054,0.000006737582,0.00008581582,0.0000124443,0.000005786374,0.00002692443],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7722997,"threshold_uncertainty_score":0.9999156,"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."}}