{"id":"W3095954779","doi":"10.1111/poms.13295","title":"Quality Disclosure Strategy under Customer Learning Opportunities","year":2020,"lang":"en","type":"article","venue":"Production and Operations Management","topic":"Consumer Market Behavior and Pricing","field":"Business, Management and Accounting","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Natural Science Foundation of China; City University of Hong Kong","keywords":"Quality (philosophy); Purchasing; Flexibility (engineering); Popularity; Business; Marketing; Product (mathematics); Economics","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":[0.000309851,0.0001319069,0.0001194893,0.0001183645,0.0004764376,0.0004685685,0.00007335335,0.00002424466,0.0004886916],"category_scores_gemma":[0.00004091096,0.0001244768,0.00003289205,0.0002706212,0.00004617954,0.0008928873,0.0001314298,0.0001309618,0.0001041722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001000015,"about_ca_system_score_gemma":0.000007562016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001153211,"about_ca_topic_score_gemma":0.00009280843,"domain_scores_codex":[0.9991115,0.00002854647,0.0002262236,0.0003190256,0.0001704473,0.0001442737],"domain_scores_gemma":[0.9997121,0.000005910863,0.00005175288,0.0001204063,0.00008817094,0.0000216347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001298965,0.0002782688,0.06463851,0.001223271,0.0002495766,0.00002214946,0.0009021915,0.03270149,0.00120268,0.4727559,0.01697037,0.4089257],"study_design_scores_gemma":[0.0009186312,0.00003281848,0.2085947,0.00006918503,0.0004406559,0.000005000514,0.02801902,0.009399899,0.00007088815,0.0007998661,0.7505654,0.00108402],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6983969,0.0004777923,0.005647459,0.07882881,0.00103339,0.001330501,0.000004159561,0.0007200301,0.213561],"genre_scores_gemma":[0.9918054,0.0001675752,0.0001277271,0.001844776,0.0005016025,0.00003718935,0.00004496183,0.00001499015,0.005455779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.733595,"threshold_uncertainty_score":0.5350829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1084404800667637,"score_gpt":0.2910079249602228,"score_spread":0.1825674448934591,"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."}}