{"id":"W4285591396","doi":"10.1111/ijsa.12396","title":"LinkedIn‐based assessments of applicant personality, cognitive ability, and likelihood of organizational citizenship behaviors: Comparing self‐, other‐, and language‐based automated ratings","year":2022,"lang":"en","type":"article","venue":"International Journal of Selection and Assessment","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Psychology; Personality; Big Five personality traits; Social psychology; Organizational citizenship behavior; Cognition; Personnel selection; Applied psychology; Clinical psychology; Organizational commitment","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":[0.00348637,0.0002846167,0.000225014,0.0009324334,0.0003236762,0.000697906,0.0002491325,0.0003075413,0.001773808],"category_scores_gemma":[0.01000189,0.0001553577,0.0002970536,0.0004158466,0.0002025991,0.000520541,0.0008110413,0.0003303848,0.0005208513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001676278,"about_ca_system_score_gemma":0.0001542933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007422603,"about_ca_topic_score_gemma":0.001720731,"domain_scores_codex":[0.9977722,0.001217539,0.0001860636,0.0002297108,0.0004958631,0.00009868287],"domain_scores_gemma":[0.9892585,0.004136596,0.003085469,0.0008510586,0.001844006,0.0008243163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004757553,0.0003649899,0.977924,0.0000359815,0.00007605859,0.00003621049,0.001370827,0.0001741623,0.00192068,0.00003903915,0.0002157421,0.0173665],"study_design_scores_gemma":[0.00001806132,0.0006267502,0.9954612,0.00001213637,0.000017419,0.00006545161,0.00103261,0.001033741,0.001266881,0.00004555988,0.0004071094,0.00001304971],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988231,0.00001597978,0.0003463656,0.000008405627,0.000004942295,0.00002951006,0.0001071119,0.000005678503,0.0006587986],"genre_scores_gemma":[0.9979182,0.00003061824,0.000857585,0.00002401018,0.00001170386,0.00007926945,0.0002951952,0.000003897331,0.0007796726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00348637,"threshold_uncertainty_score":0.01843786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03418415746053466,"score_gpt":0.4062484111146566,"score_spread":0.3720642536541219,"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."}}