{"id":"W2172181603","doi":"10.1016/j.artint.2007.02.002","title":"Inductive situation calculus","year":2007,"lang":"en","type":"article","venue":"Artificial Intelligence","topic":"Logic, Reasoning, and Knowledge","field":"Computer Science","cited_by":60,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Mathematics; Calculus (dental); Situation calculus; Rotation formalisms in three dimensions; Inductive logic programming; Many-valued logic; Monotone polygon; Inductive reasoning; Representation (politics); Algebra over a field; Computer science; Artificial intelligence; Pure mathematics; Description logic","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007238376,0.0001242288,0.000115426,0.0001113466,0.0001815055,0.0001213815,0.0006086341,0.00008514807,0.0000446966],"category_scores_gemma":[0.0002336418,0.0001126334,0.00006091085,0.0006166914,0.00008989765,0.0004361222,0.0001511085,0.0001558741,0.001131254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007042546,"about_ca_system_score_gemma":0.00005949931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001320714,"about_ca_topic_score_gemma":0.0003605408,"domain_scores_codex":[0.9986737,0.000039432,0.0003036643,0.0003764197,0.0002373008,0.0003695316],"domain_scores_gemma":[0.9990742,0.0001644438,0.00008756288,0.00036511,0.0001893826,0.000119354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000005470915,0.00005609874,0.0001094094,0.000001419291,0.000004381392,0.00001394755,0.002656494,0.00002939996,0.002361899,0.6263527,0.00006181124,0.368347],"study_design_scores_gemma":[0.00003124912,0.0002100138,0.002791266,0.00001787624,0.000009253298,0.00002258437,0.0009751295,0.05348992,0.5454494,0.3927253,0.003792689,0.0004853894],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04034494,0.00007025765,0.9393356,0.000247314,0.0008892915,0.0001193658,3.290504e-7,0.0001666456,0.01882624],"genre_scores_gemma":[0.9895404,0.000006273064,0.009778916,0.0001726724,0.0002652512,0.000004644214,0.000001158458,0.000006083215,0.000224625],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9491954,"threshold_uncertainty_score":0.9996465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05741505432868664,"score_gpt":0.3118936394500684,"score_spread":0.2544785851213818,"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."}}