{"id":"W7004932488","doi":"","title":"Point-based POMDP solvers: Survey and comparative analysis","year":2010,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Partially observable Markov decision process; Key (lock); Action (physics); Markov decision process; Markov process; Scalability","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001346986,0.0008377578,0.001143071,0.000709953,0.0005633541,0.00014135,0.0006562924,0.001461588,0.0002041254],"category_scores_gemma":[0.0005934748,0.0009003258,0.0007444547,0.0009410139,0.0001473487,0.00003679072,0.0001681448,0.001289812,0.00003942746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009953162,"about_ca_system_score_gemma":0.00008516233,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00139723,"about_ca_topic_score_gemma":0.04930101,"domain_scores_codex":[0.99593,0.0005825708,0.000776821,0.001592255,0.0005519588,0.000566376],"domain_scores_gemma":[0.996613,0.0001335824,0.0006784053,0.001339817,0.0009134425,0.0003217828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004844375,0.0002859682,0.001830787,0.0001016248,0.003170121,0.00002592466,0.000004954717,0.00002624058,0.9857425,0.0006170068,0.0001160241,0.007594422],"study_design_scores_gemma":[0.0006602981,0.0002545068,0.0139392,0.00004319149,0.001943423,0.000004861629,0.0001210253,0.00008919335,0.9507308,0.0002969612,0.03064724,0.001269298],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9694399,0.000365276,0.000006768097,0.000004605595,0.0001101605,0.0004483661,0.0009151059,0.0001015423,0.02860826],"genre_scores_gemma":[0.9704756,0.0002428346,0.001531522,0.0002518431,0.00003991518,0.00009032242,0.02159284,0.000091343,0.005683797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04790378,"threshold_uncertainty_score":0.9998347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01802298696615545,"score_gpt":0.2799382508598333,"score_spread":0.2619152638936779,"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."}}