{"id":"W4243409232","doi":"10.5539/emr.v5n2p84","title":"Reviewer Acknowledgements for Engineering Management Research, Vol. 5, No. 2","year":2016,"lang":"en","type":"article","venue":"Engineering Management Research","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering management; Engineering; Engineering ethics; Library science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003649682,0.0004767308,0.0003719595,0.001689125,0.0002193969,0.0001733957,0.0009820475,0.0001408218,0.0006950306],"category_scores_gemma":[0.003388679,0.0004140893,0.0001535179,0.001604541,0.00005627818,0.0002943252,0.000450007,0.0005334942,0.003902857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00104248,"about_ca_system_score_gemma":0.00002402855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001377465,"about_ca_topic_score_gemma":9.479511e-7,"domain_scores_codex":[0.9953079,0.00005904453,0.0006072486,0.000740241,0.001371467,0.00191413],"domain_scores_gemma":[0.9924041,0.0003625446,0.00002489469,0.0009798077,0.005838183,0.0003904545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009091034,0.0001117358,0.00006891854,0.004133513,0.0004613661,0.00001243812,0.00008850307,0.008586243,0.0006608848,0.005883546,0.939412,0.04057175],"study_design_scores_gemma":[0.0008167123,0.00005781402,0.001442774,0.001256949,0.00002190503,4.856623e-7,0.00005716336,0.0144676,0.001085607,0.00009756932,0.9801269,0.0005685123],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.0220297,0.01048698,0.6816028,0.001161161,0.1525463,0.02240512,0.0001198951,0.01074803,0.09890001],"genre_scores_gemma":[0.1791808,0.03384167,0.2412607,0.000185906,0.02592291,0.03904688,0.0002865212,0.002587277,0.4776874],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4403421,"threshold_uncertainty_score":0.9998311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04189067113719467,"score_gpt":0.3337098307121332,"score_spread":0.2918191595749385,"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."}}