{"id":"W4405630740","doi":"10.18192/jpp.v26i1-2.2233","title":"Prisoners of Penal Intensification and Sunny Ways","year":2017,"lang":"en","type":"article","venue":"Journal of Prisoners on Prisons","topic":"Criminal Justice and Corrections Analysis","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; University of Ottawa","funders":"","keywords":"Criminology; Political science; Law; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001275175,0.0001078486,0.0003249064,0.0002801913,0.0008559909,0.0001558469,0.0004415118,0.000084274,0.00005374243],"category_scores_gemma":[0.001486189,0.00009337006,0.000189234,0.0001443759,0.0004566462,0.0003972473,0.00004979878,0.0003005282,0.000007153888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009453134,"about_ca_system_score_gemma":0.0002217218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001792889,"about_ca_topic_score_gemma":0.001339745,"domain_scores_codex":[0.9985524,0.0001029115,0.0004752467,0.0001465954,0.0005179174,0.000204879],"domain_scores_gemma":[0.9974977,0.0001741937,0.001273884,0.0003136919,0.0005626162,0.0001779446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001215334,0.001461282,0.09294203,0.0001278959,0.0009606162,0.00009515897,0.1107869,0.0003562188,0.01450881,0.06909742,0.01964735,0.6888009],"study_design_scores_gemma":[0.003367526,0.001843459,0.1001725,0.0006368168,0.002906008,0.0001014096,0.8025686,0.001418357,0.005382807,0.002623187,0.07807659,0.0009027811],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806726,0.0002394883,0.006918001,0.004750429,0.0004974704,0.0001000694,0.000002803807,0.00001021291,0.006808949],"genre_scores_gemma":[0.9965968,0.0008681637,0.00195255,0.00006375046,0.0001890956,0.000001568805,4.547624e-7,0.000008893009,0.0003187947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6917816,"threshold_uncertainty_score":0.6583677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05618007970726238,"score_gpt":0.3509827043960648,"score_spread":0.2948026246888025,"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."}}