{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001274532,0.0002759742,0.0004655012,0.0001315972,0.00004813293,0.00002813754,0.0001388032,0.0002762318,0.001370783],"category_scores_gemma":[0.0001046328,0.0001796893,0.00006756056,0.000232222,0.00008869637,0.00002433084,0.00004726122,0.0002774553,0.000440201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004005653,"about_ca_system_score_gemma":0.0001340924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002229646,"about_ca_topic_score_gemma":0.002539825,"domain_scores_codex":[0.9987241,0.00002632902,0.0001720116,0.000496648,0.0002522688,0.0003286169],"domain_scores_gemma":[0.9990547,0.00002959523,0.0001230329,0.0005892104,0.00005893095,0.0001444971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000145583,0.0000389191,0.0005034826,0.000262824,0.0001158442,0.0003119258,0.0000214743,6.775589e-7,0.000648692,0.0000482674,0.9970617,0.0008405574],"study_design_scores_gemma":[0.0004754989,0.0001511075,0.0006704636,0.001674707,0.0001898047,0.00002810228,0.00001111258,0.000003687159,0.003055347,0.00001076137,0.993462,0.0002674276],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01727527,0.005710927,0.00001398326,0.01670014,0.002726866,0.003125054,0.0008223776,0.005342811,0.9482825],"genre_scores_gemma":[0.01235905,0.0006051164,0.0003520891,0.0004199367,0.001364642,7.926992e-7,0.0001010247,0.00107408,0.9837233],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0354407,"threshold_uncertainty_score":0.9995421,"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."}}