{"id":"W1520420558","doi":"","title":"Parallel Rollout for Online Solution of Dec-POMDPs.","year":2008,"lang":"en","type":"article","venue":"","topic":"Optimization and Search Problems","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Scalability; Bounded function; Computer science; Dynamic programming; Mathematical optimization; Horizon; Online algorithm; 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":[0.0001030752,0.00004547706,0.00007992527,0.00005069949,0.00006735711,0.000010156,0.0002716751,0.00002791939,0.00002042276],"category_scores_gemma":[0.0000247563,0.00003793166,0.00004418074,0.0001395625,0.00002168146,0.0001898799,0.00006151686,0.00002341281,0.000007587785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001030539,"about_ca_system_score_gemma":0.00006830572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001795543,"about_ca_topic_score_gemma":0.00002290494,"domain_scores_codex":[0.9994434,0.00001564787,0.0001475795,0.0001286316,0.0001302076,0.0001344946],"domain_scores_gemma":[0.9995626,0.00003827364,0.00003813068,0.0001865023,0.0001265402,0.00004799093],"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":[0.0001094272,0.003330375,0.007627316,0.0001826502,0.000141814,0.00001249148,0.004531908,0.09244703,0.005092176,0.691179,0.1085053,0.08684055],"study_design_scores_gemma":[0.0005734356,0.0001056168,0.0008572541,0.000003072222,0.000001077308,0.000004803488,0.000004224631,0.9897143,0.0004666552,0.00110791,0.007099442,0.00006223461],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002830206,0.00002464611,0.993836,0.001049305,0.00005656152,0.000186874,0.00000202043,0.0001026972,0.001911725],"genre_scores_gemma":[0.1061104,0.00006397832,0.8914168,0.0002512559,0.000018096,0.00001058119,0.000007054736,0.000003266872,0.002118565],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8972672,"threshold_uncertainty_score":0.1546808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06884681804730829,"score_gpt":0.2977569227514379,"score_spread":0.2289101047041296,"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."}}