{"id":"W4414359800","doi":"10.24963/ijcai.2025/507","title":"Reasoning About Causal Knowledge in Nondeterministic Domains","year":2025,"lang":"en","type":"article","venue":"","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; University of Regina","funders":"","keywords":"Nondeterministic algorithm; Causality (physics); Causal reasoning; Outcome (game theory); Causation; Domain (mathematical analysis); Causal model; Domain knowledge","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":[0.01516619,0.00129763,0.001481605,0.004505432,0.003842894,0.007258842,0.00323295,0.002700168,0.002930431],"category_scores_gemma":[0.03931295,0.001559569,0.004371976,0.003021487,0.007967967,0.0189316,0.006875327,0.006322663,0.0003573797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003805642,"about_ca_system_score_gemma":0.004722014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01696691,"about_ca_topic_score_gemma":0.01558097,"domain_scores_codex":[0.9878541,0.004404799,0.001342031,0.00199868,0.003431877,0.0009685332],"domain_scores_gemma":[0.9578971,0.03253834,0.00308467,0.003351263,0.002280168,0.0008485186],"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":[0.00007108736,0.00006712096,0.00166559,0.0002202996,0.0001417429,0.0007975249,0.0009476933,0.1089303,0.0008303207,0.866649,0.001026109,0.01865315],"study_design_scores_gemma":[0.00002225363,0.00001336078,0.0002021673,0.00005190759,0.00007240605,0.0001129439,0.0001715078,0.137374,0.001305096,0.8556322,0.005004208,0.00003789963],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0144627,0.0005041133,0.9780633,0.001942516,0.00009215151,0.0001017955,0.0002121409,0.000480422,0.004140939],"genre_scores_gemma":[0.5518126,0.001466767,0.4419448,0.0007207466,0.0003436729,0.000265552,0.0008162282,0.0001815336,0.00244809],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01696691,"threshold_uncertainty_score":0.08020747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01288268243210902,"score_gpt":0.2976611452984521,"score_spread":0.2847784628663431,"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."}}