{"id":"W130404319","doi":"","title":"Tractable reasoning with incomplete first-order knowledge in dynamic systems with context-dependent actions","year":2005,"lang":"en","type":"article","venue":"","topic":"Logic, Reasoning, and Knowledge","field":"Computer Science","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Sequence (biology); Computer science; Context (archaeology); Projection (relational algebra); Knowledge base; Action (physics); Knowledge-based systems; Order (exchange); Artificial intelligence; Base (topology); Theoretical computer science; Algorithm; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.0003882612,0.0003104572,0.0004017997,0.0002315305,0.0003074705,0.0003460323,0.0007307431,0.0001016055,0.00005756022],"category_scores_gemma":[0.00002436515,0.0002123818,0.00005085594,0.0008469019,0.0000701143,0.001047478,0.0001579346,0.0003242744,0.0002471574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003624198,"about_ca_system_score_gemma":0.0002495648,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001134025,"about_ca_topic_score_gemma":0.04985492,"domain_scores_codex":[0.997977,0.00009183022,0.0003302852,0.0006726669,0.0003083326,0.0006199292],"domain_scores_gemma":[0.9986002,0.0001702674,0.00012881,0.0006966092,0.0002203787,0.0001837496],"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":[0.0004632891,0.005104298,0.06099528,0.0005879353,0.0009186873,0.0004504068,0.03120766,0.08283405,0.0005926145,0.6791522,0.004861464,0.1328321],"study_design_scores_gemma":[0.003470791,0.0005683771,0.01480364,0.0004948386,0.00004079254,0.000592333,0.001804215,0.8914796,0.0001324354,0.0000802836,0.08550603,0.001026624],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07109137,0.002658473,0.7084805,0.0006975863,0.0004435192,0.0009261814,0.000004141903,0.000731419,0.2149668],"genre_scores_gemma":[0.976773,0.00003068436,0.01282922,0.00006268706,0.00007983173,0.0001117832,0.000003163632,0.00002673786,0.01008291],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9056816,"threshold_uncertainty_score":0.9674827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01608835302861022,"score_gpt":0.2447324675509788,"score_spread":0.2286441145223686,"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."}}