{"id":"W4214609893","doi":"10.5539/hes.v12n1p166","title":"Reviewer Acknowledgements for Higher Education Studies, Vol. 12, No. 1","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; Medical education; Library science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.06639049,0.003790818,0.009456797,0.01049571,0.006609849,0.01254554,0.007640434,0.02465106,0.1072721],"category_scores_gemma":[0.5431131,0.002332034,0.005584155,0.006409054,0.003944665,0.009404764,0.00531935,0.01413594,0.05241182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008543818,"about_ca_system_score_gemma":0.0167902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00728609,"about_ca_topic_score_gemma":0.01063196,"domain_scores_codex":[0.9166427,0.0195532,0.02298535,0.004449162,0.03328096,0.003088626],"domain_scores_gemma":[0.2283077,0.05739784,0.02183839,0.00934721,0.6744079,0.008700871],"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":[0.00002985109,0.000004017902,0.00005492007,0.001203933,0.00001146539,0.00003783372,0.00005700298,0.000006221214,0.00002397055,0.00009595134,0.9948469,0.003627829],"study_design_scores_gemma":[0.0003742063,0.00005103151,0.001010862,0.01128928,0.0001437867,0.000580797,0.0006356851,0.0001860665,0.0002061127,0.001129443,0.9842409,0.0001519146],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0001393914,0.005971654,0.0008434037,0.2328346,0.7525831,0.001559038,0.001296125,0.0005334348,0.004239242],"genre_scores_gemma":[0.004844609,0.01351368,0.003544393,0.3723335,0.5184173,0.01153421,0.002084931,0.001456152,0.07227122],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8927279,"threshold_uncertainty_score":0.3588609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1316624501096975,"score_gpt":0.438090631530708,"score_spread":0.3064281814210105,"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."}}