{"id":"W4251500168","doi":"10.5539/emr.v8n2p73","title":"Reviewer Acknowledgements for Engineering Management Research, Vol. 8, No. 2","year":2019,"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; 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":["insufficient_payload"],"category_scores_codex":[0.00358502,0.000482862,0.0004180776,0.001738697,0.000172413,0.0002372007,0.001001886,0.0001486923,0.001046646],"category_scores_gemma":[0.001617747,0.0005270385,0.0001610492,0.001921657,0.00003222467,0.0002714358,0.0004678141,0.0008905229,0.008258142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008748538,"about_ca_system_score_gemma":0.00002474674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002071841,"about_ca_topic_score_gemma":7.097715e-7,"domain_scores_codex":[0.9952809,0.00005356024,0.0005944328,0.0007653474,0.001455225,0.001850491],"domain_scores_gemma":[0.9928648,0.0002449373,0.00002499657,0.001061886,0.005468559,0.0003347479],"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":[0.00001003472,0.0001359631,0.0001759004,0.009790159,0.0005542099,0.00000961695,0.0001612961,0.09753583,0.0003281653,0.00592081,0.8745486,0.01082943],"study_design_scores_gemma":[0.0006706103,0.00006486166,0.001752487,0.0007873322,0.0000195967,3.954245e-7,0.0001234202,0.0944985,0.0004444096,0.00004641973,0.9010414,0.0005505409],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1140094,0.01726165,0.1788104,0.0005664612,0.3057374,0.04842888,0.0001052744,0.01370064,0.3213798],"genre_scores_gemma":[0.2132841,0.01604588,0.2079966,0.000212197,0.01786246,0.02657717,0.0006860106,0.002458429,0.5148772],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.287875,"threshold_uncertainty_score":0.9998665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03248819196528929,"score_gpt":0.3269724771796506,"score_spread":0.2944842852143613,"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."}}