{"id":"W4410789601","doi":"10.1111/apps.70017","title":"On the nature and covariates of workaholism profiles: A generalizability study across distinct types of employees","year":2025,"lang":"en","type":"article","venue":"Applied Psychology","topic":"Workaholism, burnout, and well-being","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Generalizability theory; Covariate; Psychology; Social psychology; Statistics; Developmental psychology; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003714274,0.0003167493,0.0004795193,0.001365137,0.0009941704,0.000912815,0.0006047532,0.0007104113,0.001707272],"category_scores_gemma":[0.01197793,0.0003133092,0.0007945918,0.00106202,0.0006595712,0.0008786002,0.001345168,0.0005749193,0.0003497702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002955657,"about_ca_system_score_gemma":0.0004270029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005937136,"about_ca_topic_score_gemma":0.005834089,"domain_scores_codex":[0.9978405,0.0009743606,0.0001962494,0.0004500277,0.0003522256,0.0001866312],"domain_scores_gemma":[0.9933768,0.002594127,0.001422935,0.001406995,0.0007893953,0.0004097419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006195112,0.00006843957,0.9960722,0.00001108901,0.00006680931,0.00002844167,0.001243001,0.00003617676,0.000305138,0.00004011198,0.00006248293,0.002004201],"study_design_scores_gemma":[0.000003940055,0.000104219,0.9976101,0.000007703768,0.00002306774,0.00007273461,0.001704687,0.0001660519,0.0001068078,0.00005320322,0.0001432498,0.000004294455],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992925,0.00003843158,0.0003199211,0.00001735634,0.000002954273,0.00002717849,0.00008628712,0.000001981728,0.0002134102],"genre_scores_gemma":[0.9995684,0.00001826198,0.0001677108,0.00002311719,0.000004178187,0.00003702743,0.0001171367,0.000001886965,0.00006224278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005937136,"threshold_uncertainty_score":0.01964319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01466087914333697,"score_gpt":0.3575132737425908,"score_spread":0.3428523945992538,"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."}}