{"id":"W4308003746","doi":"10.5539/mas.v16n4p61","title":"Reviewer Acknowledgements, Vol. 16, No. 4, November 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02345756,0.002161183,0.003817708,0.005554261,0.005324015,0.009600929,0.004362345,0.01581602,0.1293253],"category_scores_gemma":[0.2640395,0.001369616,0.00291669,0.002701073,0.002077135,0.00551592,0.003266828,0.009922482,0.07073178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004185554,"about_ca_system_score_gemma":0.009629236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005456241,"about_ca_topic_score_gemma":0.008989536,"domain_scores_codex":[0.9748753,0.004934409,0.004687188,0.00156613,0.01260266,0.001334411],"domain_scores_gemma":[0.5420799,0.02399146,0.008069766,0.004517193,0.4132411,0.008100628],"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":[0.00001668301,0.000002509242,0.00003735911,0.000174552,0.000003392636,0.00003040227,0.0000155331,0.000004599688,0.00001521817,0.00006079998,0.9975798,0.002059231],"study_design_scores_gemma":[0.0001196002,0.00002558466,0.0005769436,0.001460304,0.00003609358,0.0003503009,0.000232091,0.0001314942,0.0001544643,0.0005626236,0.9962862,0.00006434751],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0001063139,0.001669532,0.0006722988,0.1666879,0.8227392,0.0005642147,0.000753015,0.0004412185,0.006366311],"genre_scores_gemma":[0.00394159,0.007029165,0.001835296,0.2435578,0.5890434,0.002890099,0.002175276,0.001107893,0.1484194],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8706747,"threshold_uncertainty_score":0.4326362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01452352826823428,"score_gpt":0.2541156931462037,"score_spread":0.2395921648779695,"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."}}