{"id":"W4362453560","doi":"10.1111/ijsa.12427","title":"Faking resistance of a quasi‐ipsative RIASEC occupational interest measure","year":2023,"lang":"en","type":"article","venue":"International Journal of Selection and Assessment","topic":"Behavioral Health and Interventions","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Psychology; Reliability (semiconductor); Social psychology; Applied psychology; Clinical psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0005357703,0.00007984793,0.0001522631,0.0003930597,0.00006829089,0.00002852354,0.0001390696,0.00005264525,0.000726844],"category_scores_gemma":[0.00004787406,0.00007250639,0.0001068216,0.0002321073,0.00003638836,0.0001669924,0.00002394193,0.000256079,0.00001159901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001295487,"about_ca_system_score_gemma":0.0001250909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006145046,"about_ca_topic_score_gemma":0.0002352341,"domain_scores_codex":[0.9987155,0.0001188947,0.0005651987,0.0001127872,0.0003709326,0.0001167193],"domain_scores_gemma":[0.9984518,0.00008769235,0.0005362476,0.00004687097,0.0008036342,0.00007374072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004280975,0.003528952,0.3669918,0.0001016575,0.002035932,0.0001964285,0.005735304,0.00008419374,0.00982956,0.2472048,0.06280994,0.2972004],"study_design_scores_gemma":[0.001839903,0.0007292319,0.972388,0.0004583284,0.00004502341,0.0001285901,0.002063554,0.0002163167,0.0005614575,0.001235757,0.02020161,0.0001322024],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851825,0.0001523903,0.006593835,0.001917773,0.002569427,0.0001064924,0.00004559888,0.00002312012,0.003408892],"genre_scores_gemma":[0.9979933,0.00004186113,0.0008595553,0.00007765448,0.000234449,0.000009386302,0.0000127847,0.000007572505,0.0007634736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6053962,"threshold_uncertainty_score":0.7958432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1601199192568097,"score_gpt":0.5017167942104734,"score_spread":0.3415968749536637,"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."}}