{"id":"W4255644449","doi":"10.5539/hes.v5n2p74","title":"Reviewer Acknowledgements for Higher Education Studies, Vol. 5, No. 2","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; Library science; Pedagogy; Computer science; 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":[0.000859696,0.0002637155,0.0004702144,0.0001186586,0.0008351826,0.00008287965,0.0002208717,0.00007879845,0.0005151667],"category_scores_gemma":[0.008999369,0.0002224491,0.0001175224,0.0004345691,0.0003647397,0.0004564232,0.0001197198,0.00008128402,0.001890232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004769166,"about_ca_system_score_gemma":0.001079598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009329062,"about_ca_topic_score_gemma":0.000186947,"domain_scores_codex":[0.9980732,0.0002027426,0.0004253503,0.0003998019,0.0004508578,0.000448053],"domain_scores_gemma":[0.9383785,0.0002559676,0.0002399695,0.0003115677,0.06058722,0.0002267933],"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":[0.00001328377,0.0003520294,0.005866481,0.0001493804,0.0002794446,3.78294e-8,0.01210531,1.794935e-7,7.057685e-7,0.00451354,0.9726307,0.00408893],"study_design_scores_gemma":[0.0003111002,0.00007341985,0.00911821,0.0001815648,0.0001443772,2.431516e-8,0.04434272,3.60128e-8,0.000004138175,0.005786434,0.9397894,0.0002486308],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.03864625,0.4336772,0.000006593327,0.01075957,0.4067616,0.001955179,0.00001739453,0.0002572796,0.1079189],"genre_scores_gemma":[0.038509,0.01045919,0.001082106,0.005802795,0.0312961,0.001767966,0.00003120625,0.00003992659,0.9110117],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8030928,"threshold_uncertainty_score":0.9993482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1984215079487177,"score_gpt":0.4653555035883971,"score_spread":0.2669339956396793,"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."}}