{"id":"W1715239343","doi":"","title":"STRUCTURE OF A WORK UNITS & WORK SYSTEMS","year":2007,"lang":"en","type":"article","venue":"ASAC","topic":"Engineering Technology and Methodologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Work (physics); Engineering; Mechanical engineering","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":[0.000158777,0.00008134692,0.0001353457,0.00008626706,0.00001171272,0.000002937171,0.0001277461,0.0001820945,0.000006791694],"category_scores_gemma":[0.0001133024,0.00007552117,0.00001546979,0.0005409085,0.00002905938,0.00002157692,0.00001728702,0.0001846393,0.000004589265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001368541,"about_ca_system_score_gemma":0.00000343779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002563122,"about_ca_topic_score_gemma":0.00000129584,"domain_scores_codex":[0.9995816,0.000008513173,0.0001279497,0.00006181855,0.00004920166,0.0001709264],"domain_scores_gemma":[0.9996265,0.0001173659,0.00001610732,0.000195053,0.00002314211,0.0000218076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001046065,0.00002675869,0.03333148,0.0009727376,0.0006120814,0.00009227836,0.001464391,0.6604252,0.1230202,0.03792072,0.01780445,0.1242251],"study_design_scores_gemma":[0.001090258,0.000162473,0.225304,0.00117564,0.000138254,0.00006723272,0.001090019,0.001262583,0.6886164,0.004017376,0.07555953,0.00151619],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.894013,0.003094673,0.09975257,0.00001201228,0.001076008,0.00007677999,0.000003438266,0.0009113619,0.001060133],"genre_scores_gemma":[0.9852921,0.00002470107,0.01452986,0.000003464249,0.00004410206,0.000001248328,0.000001786959,0.00001527524,0.00008750291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6591626,"threshold_uncertainty_score":0.3079664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0259828959831064,"score_gpt":0.2366337441901366,"score_spread":0.2106508482070302,"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."}}