{"id":"W4416749733","doi":"10.1109/iros60139.2025.11246160","title":"Integrating Opinion Dynamics into Safety Control for Decentralized Airplane Encounter Resolution","year":2025,"lang":"en","type":"article","venue":"","topic":"Air Traffic Management and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"CODE","keywords":"Airplane; Conflict resolution; Control (management); Flight safety; Resolution (logic); Blocking (statistics); Controller (irrigation); System safety","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005481236,0.0004877546,0.0003890108,0.0002085474,0.0003567536,0.0006489816,0.0005498732,0.0005491977,0.0009928964],"category_scores_gemma":[0.001360778,0.0001475455,0.0003745465,0.0001245647,0.0007198142,0.0007697704,0.001074806,0.0006935198,0.0001189083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005082551,"about_ca_system_score_gemma":0.0006165677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002016488,"about_ca_topic_score_gemma":0.001631475,"domain_scores_codex":[0.9997721,0.00006047747,0.000009522852,0.00005829861,0.00006280217,0.00003675136],"domain_scores_gemma":[0.999589,0.0001599027,0.0000934689,0.00002276427,0.0000982846,0.00003659904],"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":[0.00007136903,0.00004289755,0.0008627936,0.00008879141,0.00004248601,0.0001240877,0.0001612379,0.9037661,0.01363837,0.05050489,0.000957286,0.02973965],"study_design_scores_gemma":[0.000005939699,0.00003112993,0.0001026564,0.000002552965,0.000005028737,0.000006979847,0.000009734053,0.9945775,0.0003347271,0.004573812,0.0003462898,0.00000359265],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03324694,0.0002029098,0.9614048,0.0002668142,0.00008288458,0.00002853307,0.00001827101,0.00006933242,0.004679529],"genre_scores_gemma":[0.9802806,0.0001493605,0.01830108,0.00007627998,0.00004697873,0.00005092903,0.0000185252,0.000008576237,0.001067682],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002016488,"threshold_uncertainty_score":0.004009485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003442450094764452,"score_gpt":0.220620307931483,"score_spread":0.2171778578367185,"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."}}