{"id":"W4255055154","doi":"10.5539/hes.v5n1p90","title":"Reviewer Acknowledgements for Higher Education Studies, Vol. 5, No. 1","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; Pedagogy; Medical education; 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":[0.0008639226,0.0002637907,0.0004701112,0.0001187283,0.0008351278,0.00008271871,0.000220982,0.00007879805,0.0005240242],"category_scores_gemma":[0.009096998,0.0002225143,0.0001175428,0.0004348722,0.0003647442,0.0004561431,0.0001197349,0.00008130081,0.001908464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004767942,"about_ca_system_score_gemma":0.00108392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009245572,"about_ca_topic_score_gemma":0.0001859606,"domain_scores_codex":[0.9980728,0.0002028039,0.0004251788,0.00040007,0.0004509582,0.0004482004],"domain_scores_gemma":[0.9382094,0.0002594721,0.0002398697,0.0003123665,0.06075184,0.0002270132],"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":[0.00001335286,0.0003522355,0.006039157,0.0001482204,0.0002795241,3.693538e-8,0.01209974,1.787758e-7,7.286384e-7,0.004445101,0.972631,0.003990664],"study_design_scores_gemma":[0.0003086676,0.00007328174,0.009234711,0.0001832791,0.0001445969,2.422489e-8,0.04465884,3.616731e-8,0.000004154188,0.005735793,0.9394079,0.0002486685],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.03921431,0.4323478,0.000006781162,0.01090308,0.4085028,0.001975263,0.00001790313,0.0002595643,0.1067726],"genre_scores_gemma":[0.03911287,0.01023206,0.001105242,0.005809761,0.03093271,0.001801138,0.00003112683,0.0000400267,0.910935],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8041624,"threshold_uncertainty_score":0.9992498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2044501763749319,"score_gpt":0.4661144851047334,"score_spread":0.2616643087298015,"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."}}