{"id":"W6938833685","doi":"10.60770/a87r-8y11","title":"Indispensable sentencing tool or inconsistent sentencing technique?","year":2024,"lang":"en","type":"article","venue":"MRU-Repo","topic":"Criminal Justice and Corrections Analysis","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Statutory law; Supreme court; Parliament; Criminal code; Judgement; Criminal justice; Indigenous","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008473301,0.0001382942,0.000195803,0.000249693,0.0007391183,0.0003724265,0.0001813848,0.0001000992,0.001097275],"category_scores_gemma":[0.0003687288,0.0001148359,0.0001956453,0.001123375,0.0001166995,0.0002934844,0.00008255403,0.0002270534,0.0002696296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003581815,"about_ca_system_score_gemma":0.0004306826,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04297048,"about_ca_topic_score_gemma":0.05474663,"domain_scores_codex":[0.9983786,0.0001065583,0.0003192789,0.0003746194,0.0004346396,0.0003863511],"domain_scores_gemma":[0.9992589,0.0002043944,0.00006128548,0.0002465847,0.0001259124,0.000102933],"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":[0.0001720341,0.0005062681,0.01114288,0.001013111,0.0009668485,0.003730892,0.1622819,0.0005262786,0.03012165,0.01313635,0.03227974,0.744122],"study_design_scores_gemma":[0.0001133048,0.00008318897,0.0001553763,0.0005397049,0.000811192,0.0001582578,0.8624231,0.002601346,0.002858695,0.0005302827,0.1292168,0.0005087669],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9543663,0.0005389908,0.01493828,0.001753222,0.001667454,0.0005383083,0.00000801648,0.0007656339,0.02542379],"genre_scores_gemma":[0.9892707,0.0001674989,0.001082448,0.0002328319,0.0004322146,0.00007631446,0.00000438508,0.00001836738,0.008715199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7436132,"threshold_uncertainty_score":0.9998159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03697357145549789,"score_gpt":0.3408738545398692,"score_spread":0.3039002830843713,"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."}}