{"id":"W2122437769","doi":"10.1287/mksc.2015.0908","title":"A Flexible Yet Globally Regular Multigood Demand System","year":2015,"lang":"en","type":"article","venue":"Marketing Science","topic":"Economics of Agriculture and Food Markets","field":"Economics, Econometrics and Finance","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Flexibility (engineering); Economics; Function (biology); Complementary good; Econometrics; Set (abstract data type); Mathematical optimization; Demand curve; Computer science; Mathematical economics; Microeconomics; Mathematics","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":[0.009262035,0.0001850218,0.0003462231,0.0002177652,0.0002813859,0.000400485,0.0009322469,0.0000878552,0.00002913693],"category_scores_gemma":[0.001182645,0.0001860135,0.00008470922,0.0006798766,0.0002343513,0.0006335337,0.0002726851,0.0001231579,0.0005528107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003700486,"about_ca_system_score_gemma":0.0001051094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008340911,"about_ca_topic_score_gemma":0.00001226672,"domain_scores_codex":[0.9979674,0.00003688991,0.0005653165,0.0007371274,0.0001229515,0.0005703708],"domain_scores_gemma":[0.9986031,0.00008938824,0.0003573858,0.000487704,0.0001258407,0.000336553],"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":[0.0003252416,0.0002698628,0.153983,0.000291944,0.0001080793,0.00004759252,0.001364061,0.0007366075,0.00114381,0.7845421,0.05332948,0.003858212],"study_design_scores_gemma":[0.006460904,0.00068311,0.5234085,0.0008088084,0.00005540831,0.0004090609,0.005524485,0.0349461,0.003173183,0.04644212,0.3739825,0.004105795],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4041066,0.001971729,0.0007947827,0.000581736,0.001283857,0.0002577318,0.00003625926,0.0002103668,0.5907569],"genre_scores_gemma":[0.9927904,0.00002264476,0.004987658,0.0001759518,0.0001277353,0.00001441051,0.000003367649,0.00001405007,0.001863804],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7381,"threshold_uncertainty_score":0.758541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03019608563746469,"score_gpt":0.20973176466179,"score_spread":0.1795356790243253,"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."}}