{"id":"W6926442468","doi":"10.24433/co.5067021.v1","title":"Partially Observable Restless Bandits with Restarts","year":2023,"lang":"en","type":"other","venue":"Code Ocean","topic":"Microbial Natural Products and Biosynthesis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Unobservable; Observable; Index (typography); Term (time); Observability","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003452245,0.001519374,0.001936688,0.0006301338,0.0008259703,0.002514477,0.001650017,0.002009056,0.009839203],"category_scores_gemma":[0.01805331,0.0005123318,0.0007223268,0.000732525,0.001704365,0.002760393,0.001979979,0.002706717,0.001770446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001675294,"about_ca_system_score_gemma":0.002807518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006715443,"about_ca_topic_score_gemma":0.008875947,"domain_scores_codex":[0.9982487,0.0007976781,0.0001043547,0.0002599703,0.000243933,0.0003454007],"domain_scores_gemma":[0.9887051,0.008813773,0.0006305841,0.0009983033,0.000487338,0.0003649274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001542364,0.0002318481,0.001209647,0.0002104232,0.00008889999,0.0001356367,0.0001010513,0.8729084,0.001151931,0.05354326,0.00594257,0.06293387],"study_design_scores_gemma":[0.00004067126,0.00003964029,0.00008860524,0.00001448242,0.000006851321,0.000007248559,0.00001004799,0.9849458,0.0004198751,0.01418353,0.0002365528,0.000006700363],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.1142786,0.001776316,0.856797,0.002281977,0.0004193839,0.0002231434,0.001081251,0.00632662,0.01681574],"genre_scores_gemma":[0.8807043,0.0002761335,0.1090695,0.0005791168,0.0001493068,0.0001998054,0.0009610709,0.0004403785,0.007620478],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.009839203,"threshold_uncertainty_score":0.03291541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03160194299182087,"score_gpt":0.255788256231651,"score_spread":0.2241863132398301,"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."}}