{"id":"W4281684203","doi":"10.5539/hes.v12n2p208","title":"Reviewer Acknowledgements for Higher Education Studies, Vol. 12, No. 2","year":2022,"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":true,"ca_institutions":"","funders":"","keywords":"Higher education; Mathematics education; Psychology; Pedagogy; Library science; Medical education; Political science; Medicine; Computer science","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000841977,0.0002543098,0.0004508556,0.0001444068,0.002906583,0.00006505788,0.0002852285,0.00004243019,0.003428943],"category_scores_gemma":[0.002744452,0.0002361621,0.000152289,0.0004776206,0.0002895253,0.0003104439,0.0002781692,0.0001298245,0.0006210237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000638943,"about_ca_system_score_gemma":0.000787052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009293745,"about_ca_topic_score_gemma":0.000155927,"domain_scores_codex":[0.9977878,0.0003221737,0.0004391768,0.0004486465,0.0005365629,0.0004656824],"domain_scores_gemma":[0.9804065,0.0003439314,0.0002852454,0.0003326308,0.01850901,0.0001226948],"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":[0.00001547422,0.0005219678,0.004819822,0.0001627591,0.0003408941,6.259985e-8,0.01193506,6.729409e-7,0.000001932293,0.005677201,0.9717851,0.004739013],"study_design_scores_gemma":[0.0002437507,0.00009278618,0.01159196,0.00007316982,0.0001449608,4.732275e-8,0.05755659,4.51198e-8,0.000002359558,0.003416672,0.9266242,0.0002533983],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.04863597,0.4286036,0.000003569643,0.01564957,0.4087325,0.002740008,0.0000570552,0.0002876239,0.09529014],"genre_scores_gemma":[0.05707515,0.008959908,0.0004234627,0.007551498,0.01428873,0.004929638,0.00004835261,0.00003927467,0.906684],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8113939,"threshold_uncertainty_score":0.9983915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1274741741800218,"score_gpt":0.437347907609902,"score_spread":0.3098737334298802,"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."}}