{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006071847,0.0007086074,0.0008467251,0.0007539608,0.001901249,0.00807226,0.001213893,0.002828805,0.008848095],"category_scores_gemma":[0.01888512,0.0005802153,0.001001948,0.0006137433,0.008840429,0.01326195,0.004694173,0.003535451,0.0005970238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002401321,"about_ca_system_score_gemma":0.001678737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008400364,"about_ca_topic_score_gemma":0.0005974928,"domain_scores_codex":[0.9941773,0.002642472,0.0002558102,0.0007976029,0.001406106,0.000720743],"domain_scores_gemma":[0.981939,0.01106962,0.00214039,0.003110911,0.0009296925,0.0008104442],"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":[0.00008324206,0.00003289928,0.0002655031,0.00005698593,0.00001586198,0.00005951452,0.0001921961,0.01365468,0.001270917,0.9724673,0.0006665616,0.01123439],"study_design_scores_gemma":[0.00004387657,0.00006612326,0.0002545925,0.00005953867,0.00001904786,0.00004396584,0.00009931259,0.04059338,0.001307589,0.952455,0.005026674,0.00003102483],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1796205,0.002106886,0.7148401,0.01115888,0.0004809872,0.0002005797,0.0001459714,0.0003617423,0.09108439],"genre_scores_gemma":[0.9667404,0.0004933496,0.02755617,0.0003766278,0.0001817783,0.0001317179,0.00002089787,0.00005080816,0.00444836],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008848095,"threshold_uncertainty_score":0.03211141,"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."}}