{"id":"W3192667137","doi":"10.1111/poms.13554","title":"Consumer Surplus Under Demand Uncertainty","year":2021,"lang":"en","type":"article","venue":"Production and Operations Management","topic":"Supply Chain and Inventory Management","field":"Business, Management and Accounting","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Economic surplus; Economics; Demand curve; Microeconomics; Consumer demand; Market demand schedule; Inverse demand function; Derived demand; Supply and demand; Demand management; Econometrics","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":[0.001633619,0.0003251449,0.0005377597,0.0005261041,0.0004317848,0.002424689,0.0006044786,0.0009245499,0.003983952],"category_scores_gemma":[0.008685416,0.0002305916,0.0003922212,0.0009641299,0.001847315,0.002822882,0.001226526,0.001007118,0.0001903968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002418017,"about_ca_system_score_gemma":0.0009081348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001524762,"about_ca_topic_score_gemma":0.0008230006,"domain_scores_codex":[0.9983536,0.0006402546,0.00005559069,0.0002222958,0.0004155912,0.0003127172],"domain_scores_gemma":[0.9950514,0.003731928,0.0004757884,0.0002782213,0.0003657979,0.00009685438],"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":[0.0001928756,0.00004678924,0.004481523,0.0001193465,0.00005719816,0.0005898117,0.0003563163,0.2172156,0.003348556,0.7532927,0.002570187,0.01772913],"study_design_scores_gemma":[0.00003010524,0.00007386254,0.007069173,0.00006229252,0.00004208693,0.0003304155,0.0005968109,0.2931122,0.001437839,0.6922142,0.00497621,0.00005483608],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6593207,0.002268049,0.2000476,0.004123915,0.0001884121,0.00006512603,0.0006718521,0.0001380428,0.1331763],"genre_scores_gemma":[0.9966033,0.0002707374,0.00138185,0.00008970389,0.00004940831,0.00001639226,0.00005304572,0.0000139535,0.001521686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003983952,"threshold_uncertainty_score":0.01754397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02195020907931455,"score_gpt":0.2321479077373775,"score_spread":0.2101976986580629,"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."}}