{"id":"W1221313983","doi":"10.1613/jair.4558","title":"Belief Change with Uncertain Action Histories","year":2015,"lang":"en","type":"article","venue":"Journal of Artificial Intelligence Research","topic":"Logic, Reasoning, and Knowledge","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; British Columbia Institute of Technology","funders":"","keywords":"Belief revision; Iterated function; Sequence (biology); Generalization; Action (physics); Computer science; Perception; Formalism (music); Artificial intelligence; Mathematics; Epistemology","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":[0.004001107,0.000119401,0.0002202299,0.0004599764,0.0002255309,0.0002906242,0.001067275,0.00008225509,0.00002519624],"category_scores_gemma":[0.0007497765,0.00008266888,0.00006964378,0.001125755,0.0002446737,0.001095147,0.0001709178,0.0006451375,0.0001257756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004627153,"about_ca_system_score_gemma":0.0007418562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002063678,"about_ca_topic_score_gemma":0.0002657807,"domain_scores_codex":[0.9972137,0.0003204058,0.0004108484,0.0002245371,0.001354448,0.0004760599],"domain_scores_gemma":[0.9964064,0.0002579949,0.0002134821,0.000319944,0.002431903,0.000370255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005029625,0.0005634705,0.0009729138,0.00003864876,0.00005564835,0.000453918,0.02994359,0.0003128439,0.001344664,0.2357369,0.005867266,0.7242072],"study_design_scores_gemma":[0.0005513579,0.01985174,0.0009672552,0.0005841459,0.00005060826,0.001702973,0.03519309,0.06225002,0.1733461,0.4521034,0.2519819,0.001417317],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06767481,0.002976904,0.9057264,0.009046574,0.003333159,0.0004921171,0.000001285247,0.0000958517,0.01065294],"genre_scores_gemma":[0.9895321,0.0001472765,0.008465333,0.00004249609,0.001282181,0.000009854782,3.22456e-7,0.00001087663,0.0005095203],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9218574,"threshold_uncertainty_score":0.3371139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5288386770750579,"score_gpt":0.4561122789807625,"score_spread":0.07272639809429543,"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."}}