{"id":"W4391895979","doi":"10.1111/peps.12642","title":"Personnel Psychology by AlexandraLuong, Justin M.Sprung, and Michael J.Zickar. New York: Routledge, 2024, 250 pages, $170, hardcover","year":2024,"lang":"en","type":"article","venue":"Personnel Psychology","topic":"Medical Education and Admissions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Psychology; Psychoanalysis; Media studies; Sociology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004249377,0.0005103929,0.0007194749,0.0003840787,0.0002355164,0.00007872639,0.0002879258,0.0006420569,0.03016666],"category_scores_gemma":[0.001019899,0.0004287981,0.0002518824,0.0005271154,0.0004552581,0.0001184844,0.00007332461,0.001210897,0.001583569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007214073,"about_ca_system_score_gemma":0.0005136333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001449773,"about_ca_topic_score_gemma":0.00002988649,"domain_scores_codex":[0.996597,0.0001616908,0.0005828904,0.00139448,0.0003674672,0.0008964706],"domain_scores_gemma":[0.996649,0.0002124058,0.0001278998,0.0007185835,0.0000710116,0.002221154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001686934,0.0003910888,0.001336617,0.0001805355,0.000178941,0.0001469521,0.008312722,1.305669e-7,0.008110132,0.0002301312,0.9634618,0.0174823],"study_design_scores_gemma":[0.003468458,0.0005329011,0.005354902,0.0003559642,0.0003491952,0.001500058,0.004756643,0.0003397069,0.00007436579,0.000215705,0.9825506,0.0005015553],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2854003,0.1715075,0.00523468,0.3897564,0.02222771,0.001919328,0.0002689459,0.001152643,0.1225325],"genre_scores_gemma":[0.4843372,0.01012912,0.005001488,0.1259706,0.005564048,0.000144886,0.0004780793,0.0002862851,0.3680883],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2637858,"threshold_uncertainty_score":0.9998164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06457860144288925,"score_gpt":0.3802962539865741,"score_spread":0.3157176525436849,"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."}}