{"id":"W1981968044","doi":"10.1111/1475-6773.01116","title":"Measuring What People Value: A Comparison of “Attitude” and “Preference” Surveys","year":2002,"lang":"en","type":"article","venue":"Health Services Research","topic":"Economic and Environmental Valuation","field":"Economics, Econometrics and Finance","cited_by":188,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Services and Policy Research","funders":"National Institute of Allergy and Infectious Diseases; National Institutes of Health","keywords":"Conjoint analysis; Preference; Ranking (information retrieval); Contrast (vision); Psychology; Valuation (finance); Ordered probit; Social psychology; Statistics; Econometrics; Computer science; Mathematics; Economics; Information retrieval; Artificial intelligence","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":[0.09477187,0.0004982107,0.0008751567,0.005834819,0.0006163201,0.003106364,0.0009085806,0.001217399,0.002223533],"category_scores_gemma":[0.2504922,0.0003360409,0.00138619,0.006013127,0.002110444,0.004330067,0.002210602,0.001111344,0.0003581562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001427789,"about_ca_system_score_gemma":0.001204736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001112749,"about_ca_topic_score_gemma":0.001058612,"domain_scores_codex":[0.8031015,0.1653665,0.007151465,0.002360607,0.0208745,0.001145335],"domain_scores_gemma":[0.6490677,0.2914847,0.02188407,0.007822935,0.02809058,0.001649946],"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":[0.005118036,0.001226208,0.4447902,0.006053916,0.003378307,0.0001700232,0.03137793,0.002544156,0.002837121,0.015765,0.003232187,0.4835069],"study_design_scores_gemma":[0.0005759841,0.009390011,0.8767015,0.003994814,0.001245119,0.0008310783,0.04650186,0.0132379,0.005507554,0.02157788,0.01998973,0.000446618],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9169365,0.004278199,0.05334841,0.002340973,0.0003014845,0.0008622683,0.0007021476,0.000106795,0.02112335],"genre_scores_gemma":[0.9766764,0.001494597,0.01878854,0.0009412703,0.0001372413,0.001159692,0.0003163682,0.0000269244,0.000459016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09477187,"threshold_uncertainty_score":0.5012075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5535106638497004,"score_gpt":0.3701367956013219,"score_spread":0.1833738682483785,"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."}}