{"id":"W3015601508","doi":"10.31410/eraz.2019.25","title":"TIME OBSERVANCE AND PRODUCTIVE PERFORMANCE OF CIVIL SERVANTS: POLICY IMPLICATIONS","year":2019,"lang":"en","type":"article","venue":"International Scientific Conference ERAZ.  Knowledge Based Sustainable Development","topic":"Behavioral and Psychological Studies","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Punctuality; Civil servant; Civil servants; Absenteeism; Sample (material); Set (abstract data type); Function (biology); Psychology; Social psychology; Engineering; Political science; Computer science; Law","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":[0.001274246,0.0001605181,0.0001558869,0.00111558,0.0007426044,0.002293017,0.000436276,0.001031798,0.009513733],"category_scores_gemma":[0.005409609,0.0001032043,0.0002444138,0.001950177,0.001017832,0.001773724,0.001071893,0.001009245,0.0005928942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002814403,"about_ca_system_score_gemma":0.003191557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0943578,"about_ca_topic_score_gemma":0.07867174,"domain_scores_codex":[0.9991847,0.0002778627,0.00002408521,0.00006771002,0.00008777366,0.000357885],"domain_scores_gemma":[0.9930596,0.00286293,0.001793189,0.0001345617,0.0006440658,0.001505583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007866863,0.001215969,0.7943501,0.0005782883,0.0001949268,0.0006943204,0.006270353,0.003261016,0.0009697136,0.05581762,0.02455375,0.1113073],"study_design_scores_gemma":[0.00005235966,0.0004121039,0.9038464,0.001184569,0.00007555159,0.0001215845,0.03750661,0.004734348,0.0007427165,0.0187174,0.03255015,0.00005629594],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8800367,0.009053891,0.0006731559,0.0783025,0.0002548168,0.00002657471,0.001581954,0.00001912544,0.03005138],"genre_scores_gemma":[0.9926944,0.003345398,0.00009306327,0.0007270488,0.0001379998,0.00001229091,0.000175913,0.000004447432,0.002809438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0943578,"threshold_uncertainty_score":0.1876171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0758023498741973,"score_gpt":0.3228919860652753,"score_spread":0.247089636191078,"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."}}