{"id":"W4386191320","doi":"10.21608/ejmtc.2023.182571.1243","title":"IDENTIFICATION AND ANALYSIS OF PROJECT-BASED ORGANIZATION’s WORKLOAD FLUCTUATION FACTORS","year":2023,"lang":"en","type":"article","venue":"Journal of Engineering Science and Military Technologies /Journal of Engineering Science and Military Technologies","topic":"Enterprise Management and Information Systems","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Identification (biology); Workload; Organizational identification; Computer science; Data science; Psychology; Social psychology; Operating system; Biology","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":[0.007180535,0.0002927177,0.0003475508,0.007115962,0.0004749672,0.001614201,0.0004098321,0.0002993134,0.001386334],"category_scores_gemma":[0.02990642,0.0001568477,0.0004430427,0.006397265,0.0003464971,0.001503636,0.001071171,0.0003375666,0.0002242119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009510884,"about_ca_system_score_gemma":0.001509257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002582901,"about_ca_topic_score_gemma":0.003458061,"domain_scores_codex":[0.9954782,0.001342774,0.000723506,0.0003181243,0.001843505,0.000293833],"domain_scores_gemma":[0.9575901,0.02216602,0.01029693,0.0009901887,0.007809039,0.001147741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000133433,0.0001247542,0.8745132,0.0008184584,0.0001484357,0.0002830214,0.006834033,0.001122706,0.001198837,0.001073634,0.001113358,0.1126361],"study_design_scores_gemma":[0.00000490312,0.000216812,0.9795381,0.0002894572,0.00009001158,0.0001720401,0.01105505,0.00361034,0.0006898161,0.0007165694,0.003588873,0.00002791837],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884779,0.001137173,0.005134225,0.00026163,0.00002285609,0.000121653,0.0007403906,0.00002893152,0.004075181],"genre_scores_gemma":[0.9971907,0.0003880228,0.001381235,0.00001920289,0.00001832714,0.0001064052,0.0005426552,0.000006668105,0.0003468912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007180535,"threshold_uncertainty_score":0.03797477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009771761519937616,"score_gpt":0.2156391489312541,"score_spread":0.2058673874113165,"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."}}