{"id":"W4398207995","doi":"10.1111/ijsa.12481","title":"Departures from linearity as evidence of applicant distortion on personality tests","year":2024,"lang":"en","type":"article","venue":"International Journal of Selection and Assessment","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Psychology; Personality; Distortion (music); Social psychology; Applied psychology; Linearity; Computer science","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":[0.0230014,0.00025581,0.0004722959,0.001476936,0.0006525381,0.001104476,0.0007098636,0.0004039497,0.002063507],"category_scores_gemma":[0.09790593,0.0002787282,0.0004908328,0.0009211431,0.002054988,0.0007717145,0.001674537,0.001363649,0.0002857115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006352682,"about_ca_system_score_gemma":0.0003912933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001716245,"about_ca_topic_score_gemma":0.001653383,"domain_scores_codex":[0.9786209,0.01057547,0.001544595,0.002029516,0.006439866,0.0007896817],"domain_scores_gemma":[0.7606201,0.1625322,0.03711476,0.02623452,0.01057946,0.002919028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005419097,0.00009405858,0.9891459,0.00001396473,0.00005854813,0.00007151165,0.001338054,0.0001910465,0.001993743,0.0002958269,0.00006830747,0.00618708],"study_design_scores_gemma":[0.000004084978,0.0003090416,0.9971825,0.00000433603,0.00001042259,0.0001380225,0.0003298272,0.0006225588,0.001153654,0.0001354595,0.0001018158,0.000008166143],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974376,0.00004495082,0.001348929,0.00003317543,0.000003769491,0.00002051939,0.00004785547,0.0000154745,0.001047661],"genre_scores_gemma":[0.9996383,0.000004238557,0.0002140389,0.000009869123,0.000001892825,0.000004874782,0.00003929128,0.000004406977,0.00008309743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0230014,"threshold_uncertainty_score":0.1216445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06210688129150843,"score_gpt":0.4710533442399594,"score_spread":0.408946462948451,"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."}}