{"id":"W4385605492","doi":"10.1016/j.resenv.2023.100132","title":"What can egocentric network measures contribute to stated preference analyses? An exploration","year":2023,"lang":"en","type":"article","venue":"Resources Environment and Sustainability","topic":"Economic and Environmental Valuation","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Status quo; Contingent valuation; Bequest; Preference; Status quo bias; Willingness to pay; Social preferences; Altruism (biology); Valuation (finance); Economics; Social network (sociolinguistics); Revealed preference; Microeconomics; Public economics; Social psychology; Psychology; Econometrics; Computer science; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00127643,0.0001998664,0.0003414495,0.0001612997,0.0002654203,0.0002578392,0.0001522924,0.00009462407,0.0001488285],"category_scores_gemma":[0.00009813823,0.0002228993,0.00006139724,0.0002763165,0.00008267246,0.001258329,0.0001443888,0.0001022539,0.0001432463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007977678,"about_ca_system_score_gemma":0.00001091477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000262971,"about_ca_topic_score_gemma":0.00008218193,"domain_scores_codex":[0.9981433,0.0001008763,0.0005287166,0.0006661544,0.00008582238,0.0004751806],"domain_scores_gemma":[0.9990887,0.00005915702,0.0001852256,0.0004135049,0.00001291517,0.0002404688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007298879,0.0001137773,0.8198814,0.000041577,0.00006193062,0.000004159191,0.005350659,0.162981,0.00001557711,0.002567703,0.0003223173,0.008586869],"study_design_scores_gemma":[0.000545928,0.0002208638,0.9163033,0.000008692698,0.00001931812,5.277406e-7,0.005812164,0.009762771,0.00003018078,0.03927649,0.02763243,0.0003873041],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911277,0.0009828794,0.005145717,0.001792064,0.00009782291,0.0006468902,0.00004711444,0.00006814208,0.00009170875],"genre_scores_gemma":[0.9954338,0.002597967,0.00007137863,0.000163194,0.00007774437,0.0001087355,0.0001663003,0.00002069973,0.001360147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1532182,"threshold_uncertainty_score":0.9089569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1561306727404049,"score_gpt":0.2644484117640616,"score_spread":0.1083177390236568,"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."}}