{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001153779,0.00007225627,0.00007621455,0.0006380028,0.0004477529,0.000126988,0.0005654421,0.000005820064,0.0005290558],"category_scores_gemma":[0.00002326145,0.00006882864,0.00002476412,0.001615268,0.00009285915,0.002340492,0.0009358806,0.00006679846,0.00003806408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003532032,"about_ca_system_score_gemma":0.00001517357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008682968,"about_ca_topic_score_gemma":0.000002144642,"domain_scores_codex":[0.9988658,0.000002785372,0.0002103025,0.0001129207,0.0006092233,0.0001988977],"domain_scores_gemma":[0.999558,0.00001249769,0.0001618625,0.0002091922,0.00005157443,0.000006815454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001878052,0.0004343792,0.08203668,0.0004668461,0.000031548,0.00001640397,0.0006074476,0.0272726,0.001524523,0.1460036,0.006828519,0.7345897],"study_design_scores_gemma":[0.001845833,0.00007164053,0.564848,0.00005113683,0.0001962582,0.000005763205,0.01008031,0.1344698,0.0001961105,0.009543809,0.2778418,0.0008495472],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8802949,0.00002689945,0.03182803,0.0004953829,0.001149475,0.0009962146,0.000007875002,0.0002037503,0.08499744],"genre_scores_gemma":[0.9979818,0.00000292391,0.0009789165,0.0007751649,0.00002477548,0.00002529998,0.00001395039,0.000003773879,0.0001934179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7337402,"threshold_uncertainty_score":0.5792791,"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."}}