{"id":"W4200050626","doi":"10.5539/mas.v15n5p76","title":"Reviewer Acknowledgements, Vol. 15, No. 5, October 2021","year":2021,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Educational Reforms and Innovations","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005061984,0.0001155599,0.0001092728,0.00003653865,0.0004133286,0.00009727531,0.0004270485,0.00003127646,0.03377197],"category_scores_gemma":[0.00134036,0.0000954563,0.00003282984,0.001312004,0.0004460153,0.0003820356,0.0004041237,0.0001153567,0.02347787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002376884,"about_ca_system_score_gemma":0.0001703907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007150653,"about_ca_topic_score_gemma":0.00002646789,"domain_scores_codex":[0.9982237,0.000007484319,0.0002187451,0.0005355556,0.0006664875,0.000348061],"domain_scores_gemma":[0.9982795,0.00001578859,0.00006176126,0.0004693117,0.001047828,0.0001258626],"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":[0.000002747652,0.0003819019,0.005959288,0.0000163149,0.000007290514,0.000001669508,0.0004767427,0.0001628335,0.4003647,0.004416652,0.4946686,0.09354131],"study_design_scores_gemma":[0.0001654402,0.00001090966,0.02789531,0.00001832275,0.000007358617,0.000001050737,0.00007764833,0.004923337,0.01312668,0.008118691,0.945358,0.0002972535],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06911743,0.0002531398,0.01730122,0.0006411672,0.005427708,0.0004097774,0.000008912491,0.00004637441,0.9067943],"genre_scores_gemma":[0.8042041,0.0002380125,0.02490075,0.006142721,0.00154859,0.000248624,0.00005383091,0.0000391021,0.1626243],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.74417,"threshold_uncertainty_score":0.9772825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01486849385473131,"score_gpt":0.2609020765102668,"score_spread":0.2460335826555355,"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."}}