{"id":"W3125427946","doi":"10.1287/mnsc.2017.2930","title":"Quality and Pricing Decisions in a Market with Consumer Information Sharing","year":2018,"lang":"en","type":"article","venue":"Management Science","topic":"Consumer Market Behavior and Pricing","field":"Business, Management and Accounting","cited_by":158,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Quality (philosophy); Microeconomics; Incentive; Product (mathematics); Economic surplus; Profit (economics); Economics; Business; Marketing","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":[0.002076933,0.0001154979,0.0001132051,0.0007546211,0.0003884693,0.0007170378,0.0003373317,0.00001660072,0.0001316312],"category_scores_gemma":[0.0001264724,0.000096777,0.00001214124,0.001637773,0.0003418704,0.003524433,0.0006544906,0.00007198352,0.00006523981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003331867,"about_ca_system_score_gemma":0.00001073354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004868035,"about_ca_topic_score_gemma":0.0003338602,"domain_scores_codex":[0.9986949,0.000006142112,0.0002649404,0.0003043435,0.0004135597,0.0003161014],"domain_scores_gemma":[0.9994319,0.00004242226,0.000123789,0.0002808614,0.0001032444,0.00001775934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005293868,0.00001943402,0.8119597,0.00005258015,0.000004153498,0.000004841265,0.0001377221,0.000003806544,0.00005351824,0.009964687,0.0002289027,0.1775177],"study_design_scores_gemma":[0.0004429219,0.00000546107,0.9791061,0.0001016809,0.00001680782,0.00000134903,0.0004418988,0.004204104,0.000008609025,0.0006837411,0.01481792,0.0001693784],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7998815,0.000009686041,0.002139439,0.000208202,0.0001174461,0.0002887873,3.30786e-7,0.00005864511,0.197296],"genre_scores_gemma":[0.9977117,0.00001185402,0.001182313,0.0008815495,0.00003391305,0.00001640621,0.000001296547,0.000004959352,0.0001560717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1978302,"threshold_uncertainty_score":0.6914412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03352796693441985,"score_gpt":0.285882868558873,"score_spread":0.2523549016244532,"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."}}