{"id":"W2928552923","doi":"10.1287/opre.2021.2244","title":"Transparency and Control in Platforms for Networked Markets","year":2022,"lang":"en","type":"article","venue":"Operations Research","topic":"Digital Platforms and Economics","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Transparency (behavior); Computer science; Control (management); Industrial organization; Competition (biology); Microeconomics; Business; Economics; Computer security","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":[],"consensus_categories":[],"category_scores_codex":[0.001069645,0.00005512915,0.00009113204,0.0002404361,0.0005757948,0.0006289412,0.000134381,0.00001852256,0.0003400519],"category_scores_gemma":[0.00003867825,0.00005170063,0.00002161848,0.0002815851,0.00003114716,0.001821864,0.00008455328,0.0001487304,0.00002013432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003914253,"about_ca_system_score_gemma":0.00002891087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002758264,"about_ca_topic_score_gemma":0.001277252,"domain_scores_codex":[0.9992837,0.000001675746,0.0001623759,0.0001623902,0.0001224204,0.0002673997],"domain_scores_gemma":[0.9997705,0.00006224024,0.000009540132,0.00009497938,0.00005273705,0.00001003868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001094002,0.0005217007,0.02315354,0.0002202282,0.00005972931,0.00001762477,0.000345184,0.1198988,0.0003255305,0.7505593,0.01904781,0.08475656],"study_design_scores_gemma":[0.002285872,0.00004685168,0.004524678,0.000009126099,0.000004629327,0.000001781543,0.001587938,0.8644385,0.000002256987,0.03539199,0.0915239,0.0001824838],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9752219,0.00005582713,0.0005761296,0.000624816,0.00008975458,0.0006868819,0.0000178056,0.00001443965,0.02271239],"genre_scores_gemma":[0.9981539,0.000007200483,0.00006197866,0.0003562998,0.0001541318,0.0004682483,0.00008309573,0.00001118375,0.0007040065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7445397,"threshold_uncertainty_score":0.6064895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0664649550114487,"score_gpt":0.2956678762848659,"score_spread":0.2292029212734172,"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."}}