{"id":"W3130577264","doi":"10.1177/1462474521990436","title":"“The Struggle is Real”: Punitive assessment in community services","year":2021,"lang":"en","type":"article","venue":"Punishment & Society","topic":"Criminal Justice and Corrections Analysis","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Punitive damages; Public relations; Criminal justice; Outreach; Context (archaeology); Negotiation; Service provider; Mental health; Criminology; Sociology; Political science; Service (business); Business; Psychology; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001317213,0.0001002866,0.0001436119,0.00001581146,0.002844049,0.0003030913,0.0003216226,0.00007711438,0.0002423404],"category_scores_gemma":[0.00002122589,0.0000883716,0.0002092699,0.0007178053,0.0001909573,0.0001848876,0.0001587603,0.0004953351,0.00001354976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004534275,"about_ca_system_score_gemma":0.000360619,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08410456,"about_ca_topic_score_gemma":0.2258222,"domain_scores_codex":[0.9982114,0.0006576417,0.0002101142,0.0001644712,0.0004282131,0.0003281183],"domain_scores_gemma":[0.9988244,0.0004319997,0.00008634885,0.0003257859,0.0002497337,0.00008170126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001016916,0.0009261353,0.04327688,0.00009796792,0.0003149216,0.00001309494,0.8858067,0.00003341533,0.0002364604,0.007828634,0.01253871,0.04891689],"study_design_scores_gemma":[0.0001213686,0.00001559084,0.01170722,0.00002546452,0.00009806443,3.840773e-7,0.9414881,0.0002895322,0.00008714852,0.0006705195,0.04539498,0.0001016587],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9551682,0.0003226191,0.00006008146,0.005694471,0.00024639,0.0001292275,0.00001364134,0.00004459584,0.03832078],"genre_scores_gemma":[0.9897281,0.006663714,0.0002724578,0.001151379,0.00009491997,0.00004015008,0.00002663239,0.000006738527,0.002015928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1417176,"threshold_uncertainty_score":0.9984541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02529046396752097,"score_gpt":0.3515998589722012,"score_spread":0.3263093950046802,"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."}}