{"id":"W4256279503","doi":"10.5539/hes.v10n1p144","title":"Reviewer Acknowledgements for Higher Education Studies, Vol. 10, No. 1","year":2020,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University Grants Commission","keywords":"Tanzania; Higher education; Library science; University education; Strategic studies; Political science; Sociology; Media studies; Geography; Socioeconomics; 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":[0.0002056131,0.0002990509,0.000420501,0.00003452561,0.0006043676,0.00006482725,0.0002813725,0.00006509011,0.005555441],"category_scores_gemma":[0.003344278,0.0001438469,0.0001266676,0.0009120697,0.0001503579,0.000294914,0.0001807025,0.00009063587,0.003314247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002071406,"about_ca_system_score_gemma":0.0001411443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008761001,"about_ca_topic_score_gemma":0.000008220047,"domain_scores_codex":[0.9982826,0.00006690731,0.0004960761,0.0005687082,0.0002873885,0.0002983283],"domain_scores_gemma":[0.9510889,0.0003537771,0.0002799908,0.0001151821,0.04805052,0.0001116325],"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":[0.00001493016,0.0003925629,0.001568421,0.0001584849,0.0002877203,2.610286e-8,0.0002285484,3.257251e-7,0.000217054,0.003942697,0.9866681,0.006521123],"study_design_scores_gemma":[0.0001177271,0.0001253131,0.03076861,0.0001071254,0.0001044624,5.206957e-8,0.00394388,2.989169e-7,0.00004437702,0.001142972,0.9633701,0.0002751079],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.2183768,0.2479632,0.000002677019,0.1554544,0.3416511,0.004359663,0.0002769348,0.0006642231,0.03125091],"genre_scores_gemma":[0.04457219,0.004940809,0.002176405,0.02781405,0.04893342,0.004316853,0.0006999317,0.00001335275,0.866533],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8352821,"threshold_uncertainty_score":0.9974618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1935797568928545,"score_gpt":0.3818893024702601,"score_spread":0.1883095455774056,"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."}}