{"id":"W4232672715","doi":"10.5539/mer.v7n1p53","title":"Reviewer Acknowledgements for Mechanical Engineering Research, Vol. 7, No. 1","year":2017,"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","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":[0.01194368,0.0007221086,0.0009402098,0.001136168,0.001083857,0.0008349558,0.003524278,0.0007148738,0.0005389221],"category_scores_gemma":[0.1440352,0.0007554337,0.0003700579,0.0008975334,0.000185254,0.0004845225,0.001522751,0.004214833,0.003351423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009379166,"about_ca_system_score_gemma":0.0001352184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000194718,"about_ca_topic_score_gemma":0.000008169683,"domain_scores_codex":[0.9912744,0.0001422756,0.0009182221,0.001228371,0.002727803,0.003708944],"domain_scores_gemma":[0.9756816,0.002087231,0.0000558476,0.003191558,0.01782059,0.001163178],"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":[0.0001537614,0.0004140358,0.00002035023,0.007964984,0.0007582649,0.0001039429,0.0001189016,0.08796474,0.2090801,0.02178915,0.653067,0.01856474],"study_design_scores_gemma":[0.0009735274,0.0002476784,0.00009222339,0.0006456742,0.00001701421,0.00000209947,0.00001181937,0.5937652,0.03488262,0.0004914006,0.3681678,0.0007029862],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05817525,0.01061926,0.7087866,0.001370239,0.1645428,0.02619335,0.0005770584,0.01414884,0.01558663],"genre_scores_gemma":[0.8268392,0.004088453,0.09054115,0.00005660884,0.04548686,0.0130883,0.0001706754,0.003049577,0.01667917],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7686639,"threshold_uncertainty_score":0.9994897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09305828103910593,"score_gpt":0.3824500949670216,"score_spread":0.2893918139279157,"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."}}