{"id":"W7055590579","doi":"","title":"Consensus-enabled and Value-oriented Collaboration in Distributed IoT Systems: Mechanisms, Design, and Implementation","year":2021,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Negotiation; Resource (disambiguation); Futures contract; Big data; Scheduling (production processes); Shared resource; Data exchange; Function (biology); Internet of Things","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":[0.003031794,0.000478412,0.0006273285,0.0006789397,0.001353813,0.003712452,0.00208255,0.001881443,0.001972769],"category_scores_gemma":[0.004371257,0.0005509479,0.0008732736,0.0008505058,0.002801053,0.004079337,0.003324383,0.001823429,0.000367585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001955143,"about_ca_system_score_gemma":0.002931967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002726628,"about_ca_topic_score_gemma":0.001362983,"domain_scores_codex":[0.9977273,0.0007292969,0.0001709759,0.000427449,0.0006880241,0.0002568557],"domain_scores_gemma":[0.9979153,0.0008209448,0.0002816576,0.000296447,0.0004836155,0.0002019546],"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":[0.00004049639,0.0000801509,0.0008002175,0.0002381243,0.0000533804,0.0002434696,0.0008993056,0.1100028,0.004512119,0.8313586,0.001815588,0.04995571],"study_design_scores_gemma":[0.00004989366,0.0000924237,0.0003319921,0.0001013823,0.00003319415,0.0001440475,0.0002904204,0.6262899,0.003341495,0.3506861,0.01858029,0.0000588071],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01626711,0.001116671,0.9671952,0.001442148,0.0001410404,0.0001937129,0.00003158806,0.0003206352,0.01329182],"genre_scores_gemma":[0.7942953,0.002066373,0.1957121,0.0002788133,0.0001458029,0.0007199284,0.00007251242,0.00006763762,0.006641567],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003712452,"threshold_uncertainty_score":0.01603383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04130726783518011,"score_gpt":0.320903381662387,"score_spread":0.2795961138272069,"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."}}