{"id":"W4414384797","doi":"10.22215/cujs.v5i2.5352","title":"Gender, Trauma, and the Use of Trauma, Diversity and Inclusivity Principles During Probation and Parole Supervision","year":2025,"lang":"en","type":"article","venue":"Carleton undergraduate journal of science.","topic":"Counseling Practices and Supervision","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Context (archaeology); Economic Justice; Diversity (politics); Christian ministry; Criminal justice; Set (abstract data type); Focus group","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00218853,0.0001154089,0.0002639967,0.000277135,0.001256443,0.0001299477,0.0002178261,0.00006085714,0.000006891524],"category_scores_gemma":[0.0002516141,0.0000762159,0.00005531273,0.0003716415,0.001213308,0.0008818962,0.0005376532,0.0002387924,1.802047e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003598959,"about_ca_system_score_gemma":0.00006841907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003240733,"about_ca_topic_score_gemma":0.00005099347,"domain_scores_codex":[0.998556,0.0002018592,0.0003908072,0.0002421109,0.0004251764,0.0001840282],"domain_scores_gemma":[0.9987007,0.0004375302,0.0003029051,0.0001817514,0.0002812815,0.00009577767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005075612,0.0007313369,0.3147931,0.0006193879,0.0004867835,0.00008309313,0.1265209,0.0009769073,0.02515857,0.03249954,0.000577848,0.492477],"study_design_scores_gemma":[0.008212611,0.000418402,0.9562923,0.000326527,0.0003666407,0.0004013919,0.007976921,0.006588975,0.00208917,0.01306226,0.003965014,0.0002998332],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992563,0.003262773,0.0003569192,0.003042375,0.0003057779,0.0001678129,0.00000201278,0.000005576107,0.000293759],"genre_scores_gemma":[0.9964123,0.002975936,0.0003350137,0.00009824937,0.00002371617,7.725978e-7,2.011305e-7,0.000003875578,0.0001498803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6414992,"threshold_uncertainty_score":0.9663671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07081614054715148,"score_gpt":0.3084206578718445,"score_spread":0.2376045173246931,"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."}}