{"id":"W7114807437","doi":"10.60787/bsuje.vol25no1.14","title":"ERGONOMICALLY DESIGNED WORKSPACES, INSTITUTIONAL COMMITMENT AND SECRETARIES WELLBEING IN DELTA STATE TERTIARY INSTITUTIONS","year":2025,"lang":"en","type":"article","venue":"Afrischolar Discovery","topic":"Facilities and Workplace Management","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Centre","funders":"","keywords":"Likert scale; Human factors and ergonomics; Descriptive statistics; Scale (ratio); Affect (linguistics); Descriptive research; Data collection; State (computer science)","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":[0.0003708446,0.0002184875,0.0002347231,0.0002654126,0.0003377161,0.0003447266,0.0002231817,0.00009889523,0.00008046062],"category_scores_gemma":[0.00005657298,0.0002123905,0.00005793112,0.0003022901,0.0002949849,0.0007951439,0.000296694,0.0003559568,0.0000362486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001796205,"about_ca_system_score_gemma":0.0001795567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008792006,"about_ca_topic_score_gemma":0.001664436,"domain_scores_codex":[0.9984819,0.0001741251,0.0003831114,0.0004462011,0.0001300965,0.0003846078],"domain_scores_gemma":[0.9993301,0.0001496231,0.00005770559,0.0003726748,0.00002108275,0.00006883535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0009074522,0.000888902,0.4358706,0.0001472098,0.0007404939,0.0001936365,0.003066748,0.01128313,0.0003230637,0.5101901,0.02135619,0.01503257],"study_design_scores_gemma":[0.003375028,0.0001066388,0.738186,0.0004415194,0.0001073415,0.000009459715,0.004130818,0.0002753753,0.00009606179,0.007825088,0.2448101,0.000636537],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9572706,0.003315213,0.01770054,0.002592863,0.0008342372,0.0005551734,0.0001013446,0.00005982083,0.01757026],"genre_scores_gemma":[0.9872836,0.000142044,0.0007478078,0.001065733,0.00002582388,0.0001411216,0.00008236831,0.00001003263,0.0105015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.502365,"threshold_uncertainty_score":0.8661032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01403817973688006,"score_gpt":0.2689534137544636,"score_spread":0.2549152340175836,"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."}}