{"id":"W4238297545","doi":"10.5539/hes.v10n2p197","title":"Reviewer Acknowledgements for Higher Education Studies, Vol. 10, No. 2","year":2020,"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; China; Sociology; Political science; Media studies; 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":[0.0006178748,0.0002329175,0.0004243302,0.00006550225,0.0007624774,0.00006930146,0.0003114962,0.00008311306,0.006204187],"category_scores_gemma":[0.005080989,0.0002254959,0.000102167,0.0003273547,0.0002653374,0.00032367,0.0001145575,0.00008890881,0.006366285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007967648,"about_ca_system_score_gemma":0.001056356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001442168,"about_ca_topic_score_gemma":0.00001357092,"domain_scores_codex":[0.9982314,0.0001655611,0.000479817,0.000493796,0.0002724099,0.0003570717],"domain_scores_gemma":[0.97659,0.0003256141,0.0002869658,0.0002186484,0.02241436,0.0001643924],"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":[0.000007702476,0.0001473611,0.002253561,0.0002214492,0.0002957385,2.206979e-8,0.009067381,1.480534e-7,0.00000200866,0.004629051,0.9792186,0.004156989],"study_design_scores_gemma":[0.0002086941,0.00002873791,0.003763777,0.0001083315,0.00009110833,6.178247e-9,0.01710499,1.160033e-7,0.000007439433,0.002209331,0.9762222,0.0002553145],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.02348069,0.2127771,0.00001242446,0.07829759,0.5478582,0.003989485,0.00002278605,0.0005353999,0.1330263],"genre_scores_gemma":[0.003909492,0.007688602,0.003853193,0.01575526,0.02547126,0.002561814,0.00004527592,0.00004520005,0.9406699],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8076436,"threshold_uncertainty_score":0.9947043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1453941727685322,"score_gpt":0.4352539638173881,"score_spread":0.2898597910488558,"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."}}