{"id":"W4365814544","doi":"10.1177/20662203231170688","title":"Sensing probation in Canada: Notes on affect and penal aesthetics in risk assessment","year":2023,"lang":"en","type":"article","venue":"European Journal of Probation","topic":"Criminal Justice and Corrections Analysis","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Affect (linguistics); Limiting; Psychology; Corporate governance; Recidivism; Criminology; Sociology; Social psychology; Engineering; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004385483,0.0007163017,0.0006338285,0.00240977,0.03048447,0.009475696,0.002150967,0.001905103,0.003252431],"category_scores_gemma":[0.01678691,0.0005489559,0.0003120804,0.002895456,0.02154452,0.001869688,0.005886678,0.005552905,0.0003497102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05758147,"about_ca_system_score_gemma":0.04971084,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9424205,"about_ca_topic_score_gemma":0.9745019,"domain_scores_codex":[0.9929913,0.002946631,0.0001430095,0.0005482531,0.00191894,0.001451837],"domain_scores_gemma":[0.9871316,0.006275385,0.000932598,0.0003055007,0.002646889,0.002708103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001378344,0.0000234067,0.005333346,0.00003110608,0.000002598077,0.0005740006,0.9840297,0.00008890695,0.0004222536,0.001245909,0.002189135,0.00604594],"study_design_scores_gemma":[0.000001002508,0.00001392709,0.007880162,0.00006538772,0.00000229067,0.0001448796,0.9762853,0.0001537389,0.0001927,0.0001599693,0.01507143,0.00002926111],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9691973,0.0006969493,0.001983737,0.007053564,0.0001118962,0.0001026178,0.0001586686,0.00006206613,0.02063322],"genre_scores_gemma":[0.9885372,0.0005376523,0.0007845485,0.0006119435,0.00001718928,0.00003277161,0.00004131783,0.00005330042,0.00938407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05758147,"threshold_uncertainty_score":0.4177848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0295545186647009,"score_gpt":0.3045601366655886,"score_spread":0.2750056180008877,"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."}}