{"id":"W4251916044","doi":"10.5539/hes.v4n2p97","title":"Reviewer Acknowledgements for Higher Education Studies, Vol. 4, No. 2","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; Library science; Medical education; 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":[0.0008487651,0.0002686576,0.0004870147,0.0001161755,0.001240714,0.00008152222,0.0002242697,0.0000791671,0.0008881697],"category_scores_gemma":[0.008578038,0.0002270006,0.0001370043,0.000370434,0.0003666982,0.0003622961,0.0001041443,0.00008269944,0.00165783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002732635,"about_ca_system_score_gemma":0.0004179296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006162065,"about_ca_topic_score_gemma":0.0001660336,"domain_scores_codex":[0.9980723,0.0002492742,0.0004293589,0.00042493,0.000367382,0.0004567548],"domain_scores_gemma":[0.958174,0.0004809161,0.0002660939,0.0003578793,0.04057093,0.0001501952],"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":[0.000008027682,0.0002932868,0.00506528,0.0002364586,0.0002519473,1.118369e-8,0.005700687,1.439765e-7,0.000001825598,0.01063739,0.9675055,0.01029944],"study_design_scores_gemma":[0.0002338187,0.00006838352,0.02203194,0.0002237626,0.0001476175,1.50665e-8,0.01303342,8.026272e-8,0.000005950872,0.006120544,0.9578763,0.0002581211],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.05041172,0.2868393,0.00002796559,0.01395565,0.4832627,0.002480383,0.0000167386,0.000365102,0.1626404],"genre_scores_gemma":[0.07710961,0.01199125,0.001120582,0.008192193,0.03727289,0.001809584,0.00002794772,0.00004378293,0.8624322],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6997917,"threshold_uncertainty_score":0.9997731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1068753256069391,"score_gpt":0.4375076729715468,"score_spread":0.3306323473646077,"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."}}