{"id":"W4211171003","doi":"10.1017/9781108571401.001","title":"Preface","year":2020,"lang":"en","type":"other","venue":"","topic":"Advanced Bandit Algorithms Research","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Content (measure theory); Computer science; Information retrieval; World Wide Web; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000355336,0.0001536327,0.0003126072,0.0003066627,0.00002397087,0.0001358742,0.00127332,0.0001612967,0.1764647],"category_scores_gemma":[0.001883112,0.00009562924,0.00008506998,0.0006595624,0.00008540967,0.00005043389,0.0003402798,0.0002461147,0.04671464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001666567,"about_ca_system_score_gemma":0.00007629539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004031033,"about_ca_topic_score_gemma":0.00007914001,"domain_scores_codex":[0.9966708,0.00007925753,0.0002395899,0.0006131743,0.002169687,0.000227456],"domain_scores_gemma":[0.9985898,0.0003506128,0.0001232728,0.0007101807,0.00005123667,0.0001749244],"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":[0.000001763139,0.000004721772,0.000006583301,0.000001949876,0.000007331527,0.00001364589,0.000009936903,0.000003975788,0.000002577925,0.000136782,0.9639416,0.03586916],"study_design_scores_gemma":[0.00008449275,0.00001876046,0.00001243068,0.000007013291,0.000001269466,0.000001211989,0.00003608765,0.0003227946,0.00004034533,0.003618394,0.9957368,0.0001204073],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[3.442562e-8,0.0003262743,0.1210175,0.0008416518,0.0002557897,0.0001885306,0.00003286716,0.0002249762,0.8771123],"genre_scores_gemma":[0.00001070691,0.00004515303,0.01137723,0.0002084583,0.0004629008,0.000008132679,0.000004067471,0.0002381094,0.9876453],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.12975,"threshold_uncertainty_score":0.9540276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2243408623238171,"score_gpt":0.4964523380316562,"score_spread":0.2721114757078391,"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."}}