{"id":"W2767728816","doi":"","title":"Extending a relative methodological perspective to sentencing outcome analysis","year":2017,"lang":"en","type":"dissertation","venue":"Summit (Simon Fraser University)","topic":"Criminal Justice and Corrections Analysis","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Outcome (game theory); Criminology; Political science; Psychology; Epistemology; Computer science; Mathematics; Mathematical economics; Philosophy; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0008301816,0.0003107112,0.0007763362,0.002304387,0.002427954,0.000200738,0.0008057654,0.0004459617,0.0008257417],"category_scores_gemma":[0.00188295,0.00034429,0.0009648514,0.00308134,0.000137865,0.0004897909,0.00007113014,0.0005853455,0.000116688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001342825,"about_ca_system_score_gemma":0.0002641099,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08746907,"about_ca_topic_score_gemma":0.9378659,"domain_scores_codex":[0.9973382,0.0006921263,0.000262395,0.0007111741,0.0005322106,0.0004638406],"domain_scores_gemma":[0.9975027,0.0005260206,0.0004415958,0.0004782857,0.0007333029,0.0003180489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001447004,0.0004906737,0.7619362,0.0001333945,0.0132963,0.001592252,0.07790428,0.001600278,0.00002227401,0.07933817,0.004336922,0.05790222],"study_design_scores_gemma":[0.0001153754,0.00004181203,0.002562619,0.00004442313,0.009821572,1.754466e-9,0.9551981,0.00003765183,0.00002062954,0.0002040802,0.0315571,0.0003966164],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.687128,0.0002141251,0.0166579,0.0005928805,0.001317649,0.0005384109,0.00006383776,0.0002320275,0.2932552],"genre_scores_gemma":[0.8562927,0.0002842526,0.001035168,0.00006152998,0.0002436786,0.000003299319,0.000129625,0.00002225457,0.1419274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8772938,"threshold_uncertainty_score":0.9999009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08978898183045453,"score_gpt":0.3831505598373819,"score_spread":0.2933615780069274,"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."}}