{"id":"W2224714614","doi":"","title":"Theories and Practices of Chinese Community Correction System","year":2016,"lang":"en","type":"article","venue":"Studies in sociology of science","topic":"Educational Reforms and Innovations","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Punitive damages; Punishment (psychology); Retributive justice; Process (computing); Chinese community; Psychology; International community; Social psychology; Political science; Computer science; Law; Economic Justice","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"],"consensus_categories":[],"category_scores_codex":[0.001476592,0.00003517155,0.00009476142,0.00003358289,0.0002568311,7.081294e-7,0.0001374648,0.00001804359,0.0000114526],"category_scores_gemma":[0.001932027,0.00001819124,0.000006874221,0.0002678517,0.03590906,0.0002798639,0.0001850078,0.00005480791,0.00000200099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009728476,"about_ca_system_score_gemma":0.00002113164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001900795,"about_ca_topic_score_gemma":0.00008422969,"domain_scores_codex":[0.999552,0.0000566914,0.0001397933,0.00007900537,0.00009672274,0.00007575127],"domain_scores_gemma":[0.9990307,0.0005849118,0.0002355998,0.00009172622,0.00004771106,0.000009325149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005455388,0.00003536872,0.9226991,0.00001678424,0.000005089069,4.275163e-8,0.04375014,0.00000465562,0.01526168,0.01707893,0.00006247843,0.001080306],"study_design_scores_gemma":[0.00006549458,0.00006436036,0.8389395,0.00002979432,0.000001355016,0.00000262326,0.1439594,0.000008649933,0.0005271906,0.01634577,0.00002773582,0.00002819901],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941106,0.00009094168,0.0000174939,0.0004554933,0.0003541782,0.00004108204,0.000001380561,0.000003507599,0.004925298],"genre_scores_gemma":[0.999566,0.000110542,0.0002177861,0.00001725273,0.000007516981,0.000006413101,9.466052e-8,7.762757e-7,0.00007362574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1002092,"threshold_uncertainty_score":0.9667146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04332986936625333,"score_gpt":0.3931828819242371,"score_spread":0.3498530125579837,"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."}}