{"id":"W4410036589","doi":"10.1007/978-3-031-87499-4_22","title":"Enhancing Autonomy of Context-Aware Self-healing in Fog Native Environments","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Computer science; Autonomy; Context (archaeology); Self-healing; Human–computer interaction","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":[0.0001233475,0.0002748564,0.0002532768,0.0001453132,0.0004148182,0.0007320843,0.0006018589,0.0003002723,0.001229031],"category_scores_gemma":[0.0003460705,0.0001335142,0.000191798,0.0001315398,0.0003233261,0.0008730748,0.00124488,0.0005390584,0.0002433008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001556959,"about_ca_system_score_gemma":0.0002755614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001005864,"about_ca_topic_score_gemma":0.001571351,"domain_scores_codex":[0.9999036,0.0000126567,0.000003466021,0.00002180317,0.000027391,0.00003115812],"domain_scores_gemma":[0.9998603,0.00003746773,0.00001132743,0.00003243864,0.00002759169,0.0000308743],"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":[0.0005546737,0.0006818261,0.00374965,0.0003708235,0.00009991179,0.0007825309,0.002400686,0.1214632,0.3595395,0.04887569,0.006576791,0.4549047],"study_design_scores_gemma":[0.00003806716,0.0003587365,0.006646563,0.00006955269,0.00008225808,0.0008944375,0.00105666,0.8329642,0.07813773,0.05490741,0.02478105,0.00006329789],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3415676,0.00130546,0.6262661,0.0002381465,0.000236949,0.00007816195,0.00006597355,0.001640966,0.02860065],"genre_scores_gemma":[0.9642651,0.0002136398,0.03214156,0.00004071585,0.00002120933,0.00002022532,0.00003791839,0.00004476809,0.003214813],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001229031,"threshold_uncertainty_score":0.004111469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01517508665680233,"score_gpt":0.2454088683571327,"score_spread":0.2302337817003304,"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."}}