{"id":"W4200379860","doi":"10.5539/mas.v15n6p52","title":"Reviewer Acknowledgements, Vol. 15, No. 6, December 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":[0.000482776,0.0001132958,0.0001062014,0.0000347208,0.0004090303,0.00009479818,0.0004038408,0.00003092954,0.03313745],"category_scores_gemma":[0.001375892,0.00009391156,0.00003166506,0.001299898,0.0004263365,0.0003726451,0.0003942707,0.0001091547,0.02399133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000234346,"about_ca_system_score_gemma":0.000179933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007482771,"about_ca_topic_score_gemma":0.00004742952,"domain_scores_codex":[0.998261,0.000007372914,0.000215157,0.000523905,0.0006497498,0.000342771],"domain_scores_gemma":[0.9982967,0.0000168895,0.00005991536,0.0004553238,0.001043062,0.0001281428],"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":[0.000003267934,0.0003949901,0.005638877,0.00001685137,0.000008120671,0.000001821367,0.0004855852,0.0002516546,0.4330191,0.004019595,0.4738356,0.08232452],"study_design_scores_gemma":[0.0002150187,0.00001338871,0.03014982,0.00002354422,0.000009851077,0.00000159045,0.00009870411,0.0149463,0.01311629,0.01115393,0.9298883,0.0003832824],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08092876,0.0002207294,0.02411515,0.0005012394,0.004681378,0.0003654583,0.000005303071,0.00004083159,0.8891411],"genre_scores_gemma":[0.8313768,0.0002252377,0.02840166,0.005091533,0.001259516,0.0002383087,0.00004410152,0.00003617064,0.1333267],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7558145,"threshold_uncertainty_score":0.9767686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01550188588490762,"score_gpt":0.264900163013879,"score_spread":0.2493982771289714,"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."}}