{"id":"W4235591189","doi":"10.5539/hes.v4n4p108","title":"Reviewer Acknowledgements for Higher Education Studies, Vol. 4, No. 4","year":2014,"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":"Mathematics education; Higher education; Psychology; Medical education; Political 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":[0.0008532089,0.0002687169,0.000487057,0.0001162577,0.001241095,0.00008155442,0.0002244036,0.00007916667,0.0008699129],"category_scores_gemma":[0.008560041,0.0002270539,0.0001370298,0.0003705251,0.000366786,0.0003623736,0.0001041253,0.0000826989,0.001659083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002732171,"about_ca_system_score_gemma":0.0004183874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006119913,"about_ca_topic_score_gemma":0.0001667902,"domain_scores_codex":[0.9980719,0.0002491033,0.0004294985,0.0004250865,0.0003675111,0.0004569208],"domain_scores_gemma":[0.9584498,0.0004839817,0.0002658103,0.0003581427,0.04029211,0.0001501942],"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":[0.000008198876,0.0002937933,0.005237243,0.0002368119,0.000252115,1.108561e-8,0.005709867,1.417852e-7,0.000001864838,0.01077018,0.9672997,0.01019009],"study_design_scores_gemma":[0.0002339948,0.00006920422,0.0222793,0.0002258748,0.0001476035,1.50201e-8,0.01310653,8.095758e-8,0.000005976036,0.00613706,0.9575362,0.000258174],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0511331,0.2868812,0.00002899571,0.01401992,0.4841176,0.002500871,0.00001679604,0.000367355,0.1609341],"genre_scores_gemma":[0.08101183,0.01191779,0.001136922,0.008229136,0.03699736,0.001818052,0.00002754307,0.00004401268,0.8588173],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6978832,"threshold_uncertainty_score":0.9997913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1093669552127665,"score_gpt":0.4381661504604579,"score_spread":0.3287991952476915,"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."}}