{"id":"W4285414340","doi":"10.1287/mnsc.2025.03083","title":"Information Design of Online Platforms","year":2022,"lang":"en","type":"article","venue":"Management Science","topic":"Consumer Market Behavior and Pricing","field":"Business, Management and Accounting","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; World Wide Web; Business","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":[0.002107596,0.0003974536,0.0003214641,0.001912914,0.001173516,0.006051416,0.001015612,0.00157703,0.01972936],"category_scores_gemma":[0.01188991,0.0004630101,0.0004508611,0.001563526,0.0009173877,0.006582587,0.001372728,0.0007675337,0.002652628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001299389,"about_ca_system_score_gemma":0.001214445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00152758,"about_ca_topic_score_gemma":0.001159092,"domain_scores_codex":[0.9978021,0.0009118095,0.0001174846,0.0002397095,0.0007155974,0.0002132331],"domain_scores_gemma":[0.9938519,0.003043043,0.0003436063,0.001227107,0.001238221,0.0002961922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0003388708,0.0003574342,0.003680894,0.0003225228,0.00004544194,0.0006102034,0.001740371,0.02048815,0.01160937,0.7363082,0.01494174,0.2095569],"study_design_scores_gemma":[0.00008970481,0.0003256148,0.004492392,0.0002286941,0.0001108465,0.0005225145,0.001438731,0.1948652,0.02090417,0.6634496,0.113492,0.00008054695],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2495317,0.002100052,0.4560829,0.006020305,0.000524555,0.0008824208,0.000973871,0.001154406,0.2827297],"genre_scores_gemma":[0.9073098,0.0007931825,0.04967431,0.0002900692,0.0002196585,0.0002351684,0.0005588235,0.0001937527,0.04072514],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01972936,"threshold_uncertainty_score":0.06600124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0271277128374032,"score_gpt":0.2395176198930786,"score_spread":0.2123899070556754,"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."}}