{"id":"W4247570517","doi":"10.5539/hes.v5n3p82","title":"Reviewer Acknowledgements for Higher Education Studies, Vol. 5, No. 3","year":2015,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Earthquake and Disaster Impact Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Higher education; Mathematics education; Psychology; Medical education; Pedagogy; Library science; Political science; Computer science; Medicine","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008635688,0.0002637572,0.0004701546,0.0001186925,0.0008350629,0.00008287242,0.0002208562,0.00007879199,0.0005123501],"category_scores_gemma":[0.009094807,0.000222463,0.000117536,0.0004347263,0.0003647677,0.0004564605,0.0001196567,0.00008128578,0.001927298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004785045,"about_ca_system_score_gemma":0.001084462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009340452,"about_ca_topic_score_gemma":0.0001871032,"domain_scores_codex":[0.9980729,0.0002026276,0.0004253506,0.0003999128,0.0004510419,0.0004481699],"domain_scores_gemma":[0.9378049,0.0002571954,0.0002397189,0.000311702,0.06115971,0.0002268206],"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":[0.00001342228,0.0003520021,0.006045158,0.0001504715,0.0002792497,3.732951e-8,0.0120976,1.787858e-7,7.301188e-7,0.004419047,0.9725994,0.004042638],"study_design_scores_gemma":[0.0003125086,0.00007318345,0.009184103,0.0001829136,0.0001434097,2.40184e-8,0.04447323,3.621677e-8,0.00000423536,0.005750442,0.9396272,0.0002486744],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.03926068,0.4317005,0.000006779748,0.01079914,0.4092446,0.001964732,0.00001755646,0.0002578864,0.1067481],"genre_scores_gemma":[0.03918701,0.01028338,0.001085028,0.005760679,0.03100648,0.001757034,0.00003040802,0.00003971377,0.9108503],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8041022,"threshold_uncertainty_score":0.999252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2012435489354911,"score_gpt":0.4654921651433142,"score_spread":0.2642486162078231,"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."}}