{"id":"W2066219327","doi":"10.1177/0013164403063003007","title":"Is the Test Attitude Survey Psychometrically Sound?","year":2003,"lang":"en","type":"article","venue":"Educational and Psychological Measurement","topic":"Employer Branding and e-HRM","field":"Business, Management and Accounting","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Toronto","funders":"","keywords":"Psychology; Test (biology); Test validity; Psychometrics; Personality; Convergent validity; Criterion validity; Personality test; Measure (data warehouse); Applied psychology; Realm; Psychological testing; Social psychology; Clinical psychology; Construct validity; Internal consistency; Computer science; Data mining","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":[0.001929023,0.0001644922,0.0001360635,0.0001067679,0.0003900699,0.0002738163,0.0002197344,0.00006359202,0.001373259],"category_scores_gemma":[0.002209605,0.00009900795,0.00006257262,0.0006323525,0.0001003185,0.0001383482,0.0000250926,0.0001695286,0.0005478603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002917267,"about_ca_system_score_gemma":0.0000178472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008079637,"about_ca_topic_score_gemma":0.00004916205,"domain_scores_codex":[0.9985226,0.00004816181,0.0002417077,0.0003714221,0.0005589501,0.0002571632],"domain_scores_gemma":[0.9989481,0.0004013115,0.00009519196,0.0002339454,0.0002894136,0.00003205103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002230958,0.0009337277,0.8472846,0.00001676305,0.00002855314,3.081539e-7,0.00003409819,0.000001120446,0.000043415,0.01816193,0.1322357,0.001237535],"study_design_scores_gemma":[0.0003103921,0.00002807566,0.8860273,0.0000126349,0.00001526282,0.000003975857,0.00002604219,0.00000249264,0.000002456162,0.0428229,0.07059842,0.0001500943],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.821031,0.001576251,0.0003880267,0.04155241,0.002708038,0.0005200812,0.00001050989,0.00009940945,0.1321142],"genre_scores_gemma":[0.9875808,0.00003086165,0.0001633122,0.01092302,0.0006899091,0.00004751105,0.00000785097,0.00001055155,0.0005461655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1665498,"threshold_uncertainty_score":0.9995396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2665399833300074,"score_gpt":0.3411793357157336,"score_spread":0.07463935238572622,"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."}}