{"id":"W4200009344","doi":"10.1177/20662203211056487","title":"“It’s Pure Chaos Every Day”: COVID-19 and the work of Canadian federal institutional parole officers","year":2021,"lang":"en","type":"article","venue":"European Journal of Probation","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; McMaster University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Work (physics); CHAOS (operating system); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Political science; Virology; Law; Physics; Biology; Medicine; Computer science; Outbreak; Computer security; Thermodynamics","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":[0.002177565,0.00007844743,0.0001687494,0.0001451871,0.0009116145,0.0000153941,0.00009670923,0.00002651113,0.0001412721],"category_scores_gemma":[0.0009122205,0.00005268871,0.00005562195,0.0002575883,0.0001317312,0.0001233289,0.00005403581,0.0003166875,0.00001410028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001357974,"about_ca_system_score_gemma":0.001403456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007560661,"about_ca_topic_score_gemma":0.009675745,"domain_scores_codex":[0.9976634,0.001379141,0.0004981005,0.00008544898,0.0002101307,0.0001637178],"domain_scores_gemma":[0.9988022,0.0002146143,0.0004052042,0.00008531977,0.0003255482,0.0001670812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001174596,0.0001272678,0.3008884,0.0005834648,0.0006529604,0.0004461191,0.09776002,0.00184539,0.0002051041,0.05962503,0.5252823,0.01140933],"study_design_scores_gemma":[0.004623769,0.000117724,0.3279912,0.0005530836,0.00008531995,0.00003656201,0.006437345,0.00002064847,0.00001551527,0.0008006529,0.6591632,0.0001549939],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4993277,0.002843935,0.00199148,0.3562054,0.002286377,0.0008514604,0.00003710765,0.00002538584,0.1364312],"genre_scores_gemma":[0.9928371,0.0004120976,0.0001572217,0.004484535,0.0004153174,0.00000305849,0.00001296459,0.00001008816,0.001667584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4935095,"threshold_uncertainty_score":0.7011493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06880119267425513,"score_gpt":0.3384981739037898,"score_spread":0.2696969812295347,"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."}}