{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07370711,0.0030698,0.006030552,0.01040469,0.007819233,0.0125534,0.007144318,0.02717738,0.06660361],"category_scores_gemma":[0.5475797,0.002079762,0.005095395,0.006256577,0.004208214,0.009962968,0.005384828,0.02035145,0.03023601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009891093,"about_ca_system_score_gemma":0.02119426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009725031,"about_ca_topic_score_gemma":0.01290749,"domain_scores_codex":[0.9284044,0.01852425,0.01990644,0.003955412,0.02610976,0.003099739],"domain_scores_gemma":[0.2275305,0.08177641,0.01676059,0.01200509,0.6520082,0.009919277],"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":[0.00002229928,0.000004632494,0.00007622196,0.0008055549,0.00001114327,0.0000456042,0.0001030997,0.00000964949,0.0000321181,0.0002253194,0.9952291,0.003435276],"study_design_scores_gemma":[0.0001447299,0.00002815409,0.0008943302,0.005863137,0.00008343896,0.0003490748,0.0007267273,0.0001708118,0.0001436193,0.001362292,0.9901379,0.00009576247],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.00009439782,0.002492338,0.0006012492,0.2653414,0.7286727,0.0004603187,0.0004381558,0.0002305857,0.001668861],"genre_scores_gemma":[0.004086446,0.007018277,0.003107788,0.4217552,0.5200956,0.003771072,0.0008281908,0.0008665089,0.03847088],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07370711,"threshold_uncertainty_score":0.3898051,"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."}}