{"id":"W4290989152","doi":"10.26522/brocked.v31i1.952","title":"Book Review","year":2021,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Chinese history and philosophy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Art","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":[],"category_scores_codex":[0.0001373829,0.00003666149,0.00006662899,0.00002255147,0.0006118885,0.00004600408,0.0000908251,0.0000225651,0.01076914],"category_scores_gemma":[0.0004804425,0.00003575308,0.00006289352,0.0001645688,0.00002471621,0.0001964457,0.000006717935,0.0001303657,0.0001861134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008861251,"about_ca_system_score_gemma":0.002710585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006252316,"about_ca_topic_score_gemma":0.00001242661,"domain_scores_codex":[0.9993728,0.0001835199,0.0001287176,0.00006381306,0.0001787163,0.00007238132],"domain_scores_gemma":[0.9993827,0.00002294212,0.00007354859,0.00007571404,0.0002581042,0.0001870185],"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":[6.132586e-7,0.00004826689,0.00005084983,0.00002527792,0.000002818135,0.000001682769,0.00100947,1.994144e-7,0.00001651833,0.003160772,0.9916484,0.004035104],"study_design_scores_gemma":[0.00002798096,0.000002765599,0.0001432522,0.0002366578,0.00001001369,0.000072637,0.0001668279,3.313375e-8,0.000006244971,0.01457519,0.9847136,0.00004479829],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0002891955,0.7484812,0.00003655783,0.06079302,0.002826044,0.00005443966,5.28602e-7,0.00001484902,0.1875042],"genre_scores_gemma":[0.01164628,0.1557386,0.0006707099,0.3199212,0.01047807,0.00001502956,0.00001310005,0.00001712083,0.5015],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5927426,"threshold_uncertainty_score":0.9901351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02498830521752431,"score_gpt":0.3397591199636369,"score_spread":0.3147708147461126,"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."}}