{"id":"W2792248926","doi":"10.1111/ijsa.12197","title":"Construct‐based approach to developing a short, personality‐based measure of integrity","year":2018,"lang":"en","type":"article","venue":"International Journal of Selection and Assessment","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada; Department of National Defence; Saint Mary's University","funders":"","keywords":"Psychology; Agreeableness; Conscientiousness; Structural equation modeling; Construct validity; Social psychology; Personality; Discriminant validity; Scale (ratio); Confirmatory factor analysis; Facet (psychology); Work engagement; Big Five personality traits; Psychometrics; Extraversion and introversion; Developmental psychology; Work (physics); Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005396553,0.0006151317,0.0004689512,0.003042888,0.0008627821,0.0009254047,0.0007779122,0.0004042099,0.002734249],"category_scores_gemma":[0.01573978,0.000244021,0.000977214,0.002662875,0.0008145925,0.0009604293,0.001742036,0.001737376,0.000507431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001462989,"about_ca_system_score_gemma":0.002070851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004480446,"about_ca_topic_score_gemma":0.008159038,"domain_scores_codex":[0.996484,0.001501424,0.0003990701,0.0002733626,0.00122066,0.0001214357],"domain_scores_gemma":[0.9908069,0.003071464,0.001742307,0.001059162,0.002982707,0.0003374451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002153047,0.001423777,0.5130725,0.0007042209,0.0006727434,0.0002502912,0.008549361,0.00444478,0.01501351,0.0509963,0.008274928,0.3963823],"study_design_scores_gemma":[0.00009046808,0.002078392,0.890645,0.0003211378,0.0002744609,0.0006561071,0.00419622,0.02654717,0.007672433,0.03803393,0.02932739,0.0001572987],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4542758,0.0004883311,0.5019872,0.001064075,0.0002222545,0.005654081,0.002989543,0.0005669231,0.03275162],"genre_scores_gemma":[0.7502865,0.0003106965,0.2351111,0.0003888388,0.00008718111,0.007604703,0.001840167,0.00005105444,0.00431976],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005396553,"threshold_uncertainty_score":0.02854007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09965370550154198,"score_gpt":0.4282582065443493,"score_spread":0.3286045010428073,"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."}}