{"id":"W4242311466","doi":"10.5539/mer.v5n2p125","title":"Reviewer Acknowledgements for Mechanical Engineering Research, Vol. 5, No. 2","year":2015,"lang":"en","type":"article","venue":"Mechanical Engineering Research","topic":"Engineering Applied Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering; Engineering ethics; Mechanical engineering","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":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01508891,0.0007136421,0.0009181474,0.001506556,0.000252223,0.0003121404,0.001898185,0.0006941551,0.0003106328],"category_scores_gemma":[0.1198997,0.0007427951,0.0003000539,0.002746432,0.0001089087,0.0003350303,0.0009374491,0.003993394,0.004354336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001532883,"about_ca_system_score_gemma":0.0002402732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001335013,"about_ca_topic_score_gemma":0.000004651653,"domain_scores_codex":[0.9906024,0.0002224829,0.0009918702,0.001145647,0.003382772,0.003654868],"domain_scores_gemma":[0.9676148,0.002244866,0.00003134074,0.001647515,0.02657035,0.0018911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001064187,0.0002558074,0.000004557653,0.002942228,0.0003257082,0.00004765871,0.0001341119,0.1839951,0.04853827,0.008939877,0.7499716,0.004738656],"study_design_scores_gemma":[0.001014645,0.0003333858,0.000007768648,0.000355671,0.00001313802,0.000002648076,0.00003142384,0.5602549,0.01947538,0.0005026108,0.4174293,0.0005790772],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03059628,0.01397554,0.8083413,0.000629895,0.1063585,0.01795409,0.0003114835,0.01355718,0.008275799],"genre_scores_gemma":[0.6306078,0.003821957,0.2348831,0.0001505874,0.07671682,0.02375855,0.0005175028,0.005602093,0.02394149],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6000116,"threshold_uncertainty_score":0.9995023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1116931559400607,"score_gpt":0.3726489938342649,"score_spread":0.2609558378942042,"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."}}