{"id":"W1846233322","doi":"10.1111/sode.12029","title":"Adjusting for Group Size Effects in Peer Nomination Data","year":2013,"lang":"en","type":"article","venue":"Social Development","topic":"Bullying, Victimization, and Aggression","field":"Psychology","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Social Sciences and Humanities Research Council of Canada; Concordia University; Departamento Administrativo de Ciencia, Tecnología e Innovación (COLCIENCIAS)","keywords":"Nomination; Standardization; Psychology; Peer group; Peer assessment; Regression analysis; Group (periodic table); Social psychology; Statistics; Developmental psychology; Mathematics education; Computer science; Mathematics; 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":[0.0004362173,0.00009568585,0.0001198586,0.00004787996,0.0002348752,0.00003185787,0.0001857108,0.0001146241,0.0003842283],"category_scores_gemma":[0.0003015266,0.00009330578,0.00001620602,0.000121748,0.00001597119,0.0001425874,0.00008747114,0.00007407302,0.0001280147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008590638,"about_ca_system_score_gemma":0.00004880926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001184177,"about_ca_topic_score_gemma":0.0001015488,"domain_scores_codex":[0.9990632,0.00006214091,0.0002195317,0.000269427,0.0001522105,0.0002334963],"domain_scores_gemma":[0.9994249,0.0002221061,0.0001023418,0.0001262384,0.00009347568,0.00003094916],"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":[0.00006477158,0.0004180826,0.04299654,0.000220042,0.00008187918,0.00000534031,0.05976263,0.000005202983,0.0008378255,0.005451546,0.1442732,0.745883],"study_design_scores_gemma":[0.001578804,0.00002085367,0.9636986,0.00007961075,0.00001105785,6.861026e-7,0.001496911,0.000391151,0.00009117657,0.0007733143,0.03162627,0.0002315545],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9426605,0.0002257651,0.03592268,0.003011711,0.004062629,0.002956617,0.00001874721,0.0001916829,0.01094966],"genre_scores_gemma":[0.970642,0.000002595238,0.02304654,0.0003580545,0.0003732078,0.0004896687,0.0003972418,0.00002744877,0.004663209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.920702,"threshold_uncertainty_score":0.420703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03787441474262015,"score_gpt":0.3249413705298796,"score_spread":0.2870669557872595,"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."}}