{"id":"W4283160888","doi":"10.1177/00111287221104733","title":"Got Assistance? Profit-Driven Criminal Careers and Assisted Desistance","year":2022,"lang":"en","type":"article","venue":"Crime & Delinquency","topic":"Crime Patterns and Interventions","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Fonds de Recherche du Québec-Société et Culture","keywords":"Psychology; Profit (economics); Criminology; Narrative; Process (computing); Criminal behavior; For profit; Computer science; Business; Economics","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005695657,0.0001600213,0.0002082585,0.0001076498,0.001771874,0.0001364635,0.0003944587,0.00005845542,0.00427524],"category_scores_gemma":[0.0001253813,0.000179881,0.0001484634,0.0003204049,0.0003360891,0.0002162471,0.0001400924,0.0002926094,0.00003485439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003531338,"about_ca_system_score_gemma":0.0002446478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002633212,"about_ca_topic_score_gemma":0.001677177,"domain_scores_codex":[0.9978963,0.0003462459,0.0003570543,0.0004294732,0.0005295327,0.0004414306],"domain_scores_gemma":[0.999151,0.00006011721,0.0001386854,0.0002720116,0.0001923552,0.0001858322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004227548,0.0013989,0.2207253,0.0006346705,0.0004437139,0.0004946906,0.09878223,0.0001193342,0.01443653,0.3043907,0.2329108,0.1252404],"study_design_scores_gemma":[0.001895958,0.0008091598,0.2946851,0.0002495569,0.0006605494,0.00006762224,0.1324486,0.0004490048,0.0005304948,0.005610001,0.5607485,0.001845441],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9178748,0.004431485,0.001888835,0.002329272,0.001246438,0.0006066817,0.000159132,0.0002461711,0.07121725],"genre_scores_gemma":[0.992496,0.0000821241,0.001050352,0.0003392677,0.0001631796,0.0001566819,0.00002610706,0.00002259455,0.005663729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3278378,"threshold_uncertainty_score":0.9995277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0812865636222881,"score_gpt":0.3613750631230012,"score_spread":0.2800884995007131,"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."}}