{"id":"W4246969923","doi":"10.5539/hes.v9n2p166","title":"Reviewer Acknowledgements for Higher Education Studies, Vol. 9, No. 2","year":2019,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Higher education; University education; Political science; Sociology; Law","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009304602,0.0002258036,0.0004228461,0.0001097348,0.0005795084,0.00006384152,0.0002936294,0.00009212196,0.005633306],"category_scores_gemma":[0.002600901,0.0002139682,0.0001000857,0.0002589838,0.0002072942,0.0003653393,0.00009906158,0.00008871911,0.01004917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001161216,"about_ca_system_score_gemma":0.001045218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002718727,"about_ca_topic_score_gemma":0.00002489753,"domain_scores_codex":[0.9982617,0.0001541126,0.0004504879,0.0004744489,0.0002759443,0.0003832781],"domain_scores_gemma":[0.9705135,0.0003792257,0.0002897434,0.0003279996,0.0283972,0.00009235615],"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":[0.000004722203,0.0001919511,0.01658984,0.0002191816,0.0002833825,8.570342e-9,0.004352111,1.439788e-7,0.000002272106,0.008173021,0.9666834,0.003499931],"study_design_scores_gemma":[0.0002243103,0.00002158329,0.0187864,0.0001834504,0.00006634732,7.769634e-9,0.01538221,5.380303e-8,0.000006243431,0.004537392,0.9605365,0.00025544],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.09685978,0.09832146,0.00000210484,0.006500578,0.6979141,0.002883089,0.000007853893,0.0002049843,0.09730601],"genre_scores_gemma":[0.00663155,0.006216,0.002374956,0.004267299,0.01384291,0.002018868,0.00002998736,0.00003509003,0.9645833],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8672773,"threshold_uncertainty_score":0.9952757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08864936344695334,"score_gpt":0.4270287543894893,"score_spread":0.338379390942536,"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."}}