{"id":"W2941922629","doi":"10.1145/3290605.3300397","title":"How Do One's Peers on a Leaderboard Affect Oneself?","year":2019,"lang":"en","type":"article","venue":"","topic":"Experimental Behavioral Economics Studies","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Affect (linguistics); Computer science; Psychology; Field (mathematics); Recommender system; Peer effects; Social psychology; World Wide Web; Internet privacy; Mathematics; Communication","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002164264,0.0001083617,0.0001781079,0.00004757885,0.0002186991,0.0001792925,0.0001949187,0.00006847792,0.0005706729],"category_scores_gemma":[0.00002870502,0.0001015,0.00008459056,0.00009075859,0.0001613221,0.0002134276,0.00005471412,0.00009027442,0.001463974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002379004,"about_ca_system_score_gemma":0.00003560939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001355988,"about_ca_topic_score_gemma":0.001070169,"domain_scores_codex":[0.999065,0.00005821118,0.00007761878,0.0002618014,0.0002301564,0.0003071461],"domain_scores_gemma":[0.9996075,0.0000728667,0.0000401242,0.0001715694,0.00002459125,0.00008334107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001128272,0.0007130501,0.2276184,0.00002824578,0.0001493597,0.000008940996,0.05607579,0.00001237626,0.02137509,0.6506512,0.03419026,0.009064478],"study_design_scores_gemma":[0.003565024,0.002493893,0.02949587,0.0001581167,0.00009136803,0.000001376122,0.5490767,0.00002749454,0.05939157,0.004596426,0.3485381,0.002564108],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.640833,0.00007341753,0.000001330004,0.00653454,0.0003372442,0.0002838131,0.000001442358,0.00008581995,0.3518494],"genre_scores_gemma":[0.9560922,0.00003146252,0.000232634,0.0004753885,0.00009613734,0.00002173144,9.580101e-7,0.0000116613,0.04303786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6460547,"threshold_uncertainty_score":0.9993135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05557103117818827,"score_gpt":0.3303078271391358,"score_spread":0.2747367959609475,"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."}}