{"id":"W7124305818","doi":"10.65109/hhyv8660","title":"An Online Learning Theory of Brokerage","year":2024,"lang":"","type":"article","venue":"","topic":"Advanced Bandit Algorithms Research","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Regret; Bounded function; Constant (computer programming); Focus (optics); Online learning; Online algorithm","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":[0.004380614,0.001431193,0.002213418,0.001038359,0.001319271,0.003603387,0.003364292,0.003699327,0.0101022],"category_scores_gemma":[0.02409562,0.0006992302,0.001298379,0.001799379,0.003359267,0.009228739,0.003036442,0.004440404,0.001432816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002746739,"about_ca_system_score_gemma":0.001687875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00272794,"about_ca_topic_score_gemma":0.001411681,"domain_scores_codex":[0.9965621,0.00157185,0.0001398828,0.0007383823,0.0005199215,0.0004680666],"domain_scores_gemma":[0.9867464,0.009797931,0.001237586,0.001014488,0.0006538294,0.0005499132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000163759,0.0002009843,0.001203127,0.0002107785,0.00008539236,0.0001898996,0.0002191198,0.2738613,0.0005860871,0.685744,0.004761629,0.03277386],"study_design_scores_gemma":[0.00003806846,0.00004549338,0.0001431329,0.00001870614,0.0000136425,0.00004141698,0.00002715099,0.582958,0.0001484023,0.4146869,0.001865642,0.00001356056],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02650252,0.001699575,0.9472609,0.003994713,0.0002379583,0.0001243434,0.0002032464,0.0002443951,0.01973241],"genre_scores_gemma":[0.8446146,0.003012002,0.1226379,0.001043175,0.001012432,0.0004267684,0.0002908388,0.000136591,0.02682565],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0101022,"threshold_uncertainty_score":0.03379524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1508691918332686,"score_gpt":0.4776009602101344,"score_spread":0.3267317683768658,"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."}}