{"id":"W4415047059","doi":"10.3390/socsci14100599","title":"Reliability and Validation of U.S. Army-Oriented Brief Work-to-Family and Family-to-Work Conflict Scales: An Email Sample of 262 Army Career Officers","year":2025,"lang":"en","type":"article","venue":"Social Sciences","topic":"Work-Family Balance Challenges","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sample (material); Consistency (knowledge bases); Internal consistency; Reliability (semiconductor); Military personnel; Cohabitation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004089419,0.0004156966,0.0003676134,0.001205889,0.0006813555,0.000582164,0.0004640117,0.0004171851,0.001172891],"category_scores_gemma":[0.007475665,0.0003598454,0.0004008682,0.0008283763,0.0003864091,0.0005374669,0.0009924159,0.0005397638,0.0007692951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004854662,"about_ca_system_score_gemma":0.0004947971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005981305,"about_ca_topic_score_gemma":0.0110724,"domain_scores_codex":[0.9984702,0.0005442509,0.0002359108,0.0001882422,0.0004449814,0.000116445],"domain_scores_gemma":[0.9960836,0.0008578243,0.001087196,0.0002824839,0.001282069,0.0004067679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001286739,0.0003162778,0.9815668,0.00003231509,0.00004975552,0.00005311131,0.002798767,0.0001272314,0.001361569,0.00004475762,0.0006151964,0.01290554],"study_design_scores_gemma":[0.00001127755,0.000144798,0.9973978,0.0000121775,0.000006993326,0.00003935966,0.001479929,0.0002608315,0.0001511872,0.0000136776,0.0004787205,0.000003318048],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986756,0.00003553563,0.0002019266,0.00003233141,0.00001233053,0.00009733359,0.0002093346,0.000008122995,0.0007274566],"genre_scores_gemma":[0.9966762,0.00009655169,0.00121385,0.00004688152,0.00001088307,0.0003757314,0.000885834,0.000007729082,0.0006862294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005981305,"threshold_uncertainty_score":0.02162713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04446338113087939,"score_gpt":0.329141717692376,"score_spread":0.2846783365614966,"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."}}