{"id":"W4224993731","doi":"10.5539/mas.v16n1p58","title":"Reviewer Acknowledgements, Vol. 16, No. 1, February 2022","year":2022,"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":"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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001047143,0.0001088452,0.00009450703,0.00007337392,0.001357944,0.00004862356,0.000822104,0.00001364517,0.04218905],"category_scores_gemma":[0.0004420095,0.00009621758,0.00003000249,0.001478663,0.0004061771,0.0003077482,0.001017108,0.0001950063,0.005616373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008223116,"about_ca_system_score_gemma":0.0001167074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004496651,"about_ca_topic_score_gemma":0.00001534427,"domain_scores_codex":[0.9979133,0.00001198064,0.0002122836,0.0004922146,0.001019842,0.0003503533],"domain_scores_gemma":[0.9991122,0.00001407234,0.00008433445,0.0004063084,0.0002808262,0.0001022916],"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":[0.000006401962,0.0003439,0.004958255,0.000008005599,0.000004058446,3.94797e-7,0.0004981548,0.0006590747,0.08681194,0.003419028,0.84925,0.05404084],"study_design_scores_gemma":[0.0002043564,0.00005189859,0.03836511,0.000003773167,0.000005973741,0.00000118784,0.0002224299,0.008965052,0.001038052,0.01469355,0.9361093,0.0003393054],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1702623,0.0002426905,0.0110531,0.0007189723,0.009512178,0.001129132,0.00003243882,0.0001306598,0.8069185],"genre_scores_gemma":[0.9601994,0.00002770149,0.001842831,0.003475688,0.0003476101,0.0005722189,0.00003008575,0.00001815042,0.03348638],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.789937,"threshold_uncertainty_score":0.9999421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0141121687933678,"score_gpt":0.2506352175217101,"score_spread":0.2365230487283423,"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."}}