{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001552096,0.0001662891,0.0001697341,0.001182581,0.001683738,0.001835655,0.0003338617,0.0002539268,0.002576747],"category_scores_gemma":[0.003286578,0.0002074289,0.0001449214,0.0008437193,0.001158902,0.0006846205,0.002722789,0.0004334241,0.0001848471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001402462,"about_ca_system_score_gemma":0.001784926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0061309,"about_ca_topic_score_gemma":0.01631803,"domain_scores_codex":[0.9990522,0.0003265868,0.00009190542,0.0000718217,0.0001957844,0.0002616449],"domain_scores_gemma":[0.9945199,0.0008510749,0.002384383,0.0002329499,0.0004226259,0.001589004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007730107,0.0002094876,0.9634571,0.00006229272,0.00001556408,0.0001800433,0.01580178,0.0001170883,0.0009619158,0.0002599342,0.0002294732,0.01862794],"study_design_scores_gemma":[0.000002169054,0.0001505213,0.9598532,0.00004742151,0.000005800342,0.00008520191,0.03871844,0.00009158745,0.0001995054,0.00007030891,0.000766277,0.000009526518],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994439,0.00004654751,0.00004526788,0.00004410373,0.000001542141,0.000003375958,0.00001027019,0.000001253422,0.0004036416],"genre_scores_gemma":[0.9997268,0.00004158247,0.00004300365,0.00001373562,0.000001124499,0.000002331396,0.00001057499,3.745926e-7,0.0001604172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0061309,"threshold_uncertainty_score":0.01219046,"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."}}