{"id":"W4239582171","doi":"10.5539/hes.v6n2p179","title":"Reviewer Acknowledgements for Higher Education Studies, Vol. 6, No. 2","year":2016,"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; Psychology; Pedagogy; Sociology; Political science; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.07106797,0.004191693,0.01026846,0.0101451,0.006055691,0.0131422,0.007859785,0.02485476,0.0792108],"category_scores_gemma":[0.5815709,0.002498933,0.006798926,0.006312705,0.004587331,0.01074031,0.005907864,0.01499556,0.03951724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008410014,"about_ca_system_score_gemma":0.01670375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006026786,"about_ca_topic_score_gemma":0.007958663,"domain_scores_codex":[0.9068866,0.02130801,0.02915268,0.004870313,0.03448808,0.003294363],"domain_scores_gemma":[0.1979966,0.05569078,0.02841551,0.01141297,0.6973495,0.009134511],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004839587,0.000005950515,0.0001052269,0.002222488,0.00002473342,0.0000766717,0.0001229243,0.00001107533,0.00004320841,0.0001629934,0.9919239,0.005252423],"study_design_scores_gemma":[0.0005186871,0.0000591104,0.001139104,0.01749791,0.0002341474,0.0009180561,0.0009815771,0.0002770325,0.0003234746,0.001620832,0.9762328,0.0001972264],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0002122766,0.006934713,0.001197961,0.2238197,0.7602646,0.001899109,0.001290282,0.0006125243,0.003768781],"genre_scores_gemma":[0.007166672,0.01412191,0.004706585,0.3508995,0.5532439,0.01213135,0.001653825,0.001771305,0.05430491],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.928932,"threshold_uncertainty_score":0.3758479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.122973701094668,"score_gpt":0.4435011111117414,"score_spread":0.3205274100170734,"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."}}