{"id":"W4310342482","doi":"10.5539/hes.v12n4p143","title":"Reviewer Acknowledgements for Higher Education Studies, Vol. 12, No. 4","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; Library science; Pedagogy; Psychology; Sociology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06237309,0.004044843,0.01019113,0.01049058,0.006264085,0.01204702,0.007907763,0.02403566,0.09385783],"category_scores_gemma":[0.5420086,0.002415864,0.006256511,0.006166738,0.004418152,0.009384382,0.005398652,0.01357287,0.04320278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00819374,"about_ca_system_score_gemma":0.01659585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006456258,"about_ca_topic_score_gemma":0.008417485,"domain_scores_codex":[0.9203449,0.01825255,0.02336683,0.004104234,0.03095346,0.00297792],"domain_scores_gemma":[0.2114091,0.05069912,0.02261689,0.009781277,0.6969503,0.008543301],"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":[0.00004083136,0.000005149588,0.00008774437,0.001545859,0.00001952727,0.00006550033,0.00008493527,0.000009293217,0.00003697572,0.0001280988,0.9933161,0.004660052],"study_design_scores_gemma":[0.0004637803,0.00005524384,0.001108887,0.01152764,0.0002100257,0.0008236923,0.0008120412,0.0002619744,0.0003034161,0.001466299,0.9827781,0.000188851],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.000209356,0.005733587,0.001067387,0.2092395,0.7762658,0.001685768,0.001171265,0.000612002,0.004015244],"genre_scores_gemma":[0.006857279,0.0136035,0.004709116,0.3208612,0.5658414,0.0120025,0.001702447,0.001652667,0.07276991],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.09385783,"threshold_uncertainty_score":0.3298644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1303677005928214,"score_gpt":0.4380042545826723,"score_spread":0.3076365539898509,"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."}}