{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002410663,0.0008266371,0.0006010148,0.001414003,0.001471695,0.002974819,0.001692163,0.002052415,0.0115453],"category_scores_gemma":[0.006844241,0.0005111261,0.001338521,0.0009854124,0.002347569,0.004331212,0.003522451,0.002646897,0.000915842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00191426,"about_ca_system_score_gemma":0.001193144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003908934,"about_ca_topic_score_gemma":0.006303899,"domain_scores_codex":[0.9984919,0.0007095728,0.0001068486,0.0001845458,0.0004216774,0.00008534934],"domain_scores_gemma":[0.9968539,0.002181332,0.0002000843,0.0003670609,0.0002531385,0.0001445131],"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":[0.0000190285,0.00001610132,0.0001955402,0.0001018792,0.00002706825,0.0002187592,0.0002910513,0.02671427,0.0001972024,0.9539927,0.001917882,0.0163085],"study_design_scores_gemma":[0.000023394,0.000008928074,0.0000690848,0.00003316271,0.00001803073,0.00007948488,0.00008683532,0.144404,0.0002156532,0.839034,0.01601431,0.00001316553],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005930131,0.001762102,0.968963,0.004454456,0.000224578,0.0001296049,0.0002898082,0.0007179025,0.01752839],"genre_scores_gemma":[0.421308,0.001725509,0.5653986,0.0005974774,0.000313256,0.0003958783,0.0006698243,0.0001215641,0.00947007],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0115453,"threshold_uncertainty_score":0.03862286,"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."}}