{"id":"W2417125344","doi":"10.1002/joec.12028","title":"The Need for Dynamic Models of Career Development for Transitioning Offenders","year":2016,"lang":"en","type":"article","venue":"Journal of Employment Counseling","topic":"Criminal Justice and Corrections Analysis","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Recidivism; Flexibility (engineering); Psychological intervention; Psychology; Curiosity; Career development; Affect (linguistics); Career counseling; Work (physics); Applied psychology; Social psychology; Public relations; Criminology; Political science; Management","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.001539437,0.00006355332,0.0001531688,0.00009235663,0.0006540786,0.00004199355,0.0001570625,0.00003437131,0.000006025631],"category_scores_gemma":[0.0001203803,0.00003802897,0.0002087696,0.0001073935,0.00006092812,0.0001814149,0.000003596076,0.00003874324,2.486661e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001808403,"about_ca_system_score_gemma":0.0003305344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001033514,"about_ca_topic_score_gemma":0.00227651,"domain_scores_codex":[0.9988999,0.00003796965,0.0004440512,0.00007174832,0.0003562879,0.0001900078],"domain_scores_gemma":[0.9980921,0.0006808081,0.0003088187,0.00005860789,0.0008078958,0.00005184313],"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":[0.001087137,0.0002201339,0.0001743419,0.0001054729,0.001142918,0.000002232753,0.1862739,0.01964093,0.0117702,0.006751763,0.001345723,0.7714853],"study_design_scores_gemma":[0.002926326,0.000609114,0.00005000079,0.000916564,0.001846165,0.000009050914,0.8910406,0.01507003,0.002698987,0.01175931,0.07262688,0.0004469669],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3320605,0.0004525493,0.665505,0.001433748,0.0003478769,0.0001552626,0.00000367771,0.000004984364,0.0000364331],"genre_scores_gemma":[0.9952313,0.0007703035,0.003556906,0.00004895603,0.0001180867,0.00001755342,5.760935e-7,0.000008323046,0.0002480112],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7710383,"threshold_uncertainty_score":0.503071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05489138199231431,"score_gpt":0.318964518289103,"score_spread":0.2640731362967887,"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."}}