{"id":"W7104636795","doi":"10.1109/acsos-c66519.2025.00037","title":"Multi-Perspective Explanations for Multi-Agent Systems","year":2025,"lang":"","type":"article","venue":"","topic":"Logic, Reasoning, and Knowledge","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Event calculus; Abductive reasoning; Event (particle physics); Set (abstract data type); Non-monotonic logic; Work (physics)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005935252,0.0004199595,0.0004987281,0.0003910379,0.0008451286,0.0007564909,0.001308636,0.0002382298,0.00005403195],"category_scores_gemma":[0.0005841348,0.000368476,0.0003320581,0.0009266632,0.0001337633,0.0004689884,0.000445335,0.0002206112,0.0002744311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006726254,"about_ca_system_score_gemma":0.0006409262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006974206,"about_ca_topic_score_gemma":0.0005535441,"domain_scores_codex":[0.9970154,0.0001777921,0.0006202389,0.001193473,0.0002497608,0.0007433923],"domain_scores_gemma":[0.9969665,0.000396876,0.0001942165,0.000883102,0.001331169,0.0002280838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001306946,0.001021746,0.0003458537,0.0001481808,0.0002562753,0.000007033383,0.007506348,0.0004380071,0.000116058,0.973999,0.01169594,0.00445246],"study_design_scores_gemma":[0.002640541,0.0001380187,0.001350514,0.0001660537,0.00008416327,0.000006002827,0.005969558,0.9548931,0.0003899389,0.0005168993,0.0333856,0.0004596354],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00008309745,0.006115249,0.9438827,0.001047017,0.007480775,0.001996826,0.00003766283,0.0002599883,0.03909669],"genre_scores_gemma":[0.635242,0.0002084782,0.1764538,0.0004302188,0.0003145455,0.0006617936,0.000008750289,0.00002530225,0.1866552],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9734821,"threshold_uncertainty_score":0.9998767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07071193973713187,"score_gpt":0.339660246620834,"score_spread":0.2689483068837022,"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."}}