{"id":"W4240770064","doi":"10.22215/etd/2012-09758","title":"Understanding parole recommendations : the contribution of parole officers","year":2012,"lang":"en","type":"dissertation","venue":"","topic":"Human Resource Development and Performance Evaluation","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Public Safety Canada","keywords":"Political science; Library science; Humanities; Psychology; Computer science; Art","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02361472,0.0004641725,0.0004035942,0.00313465,0.006686267,0.01136011,0.002055915,0.004303714,0.01431552],"category_scores_gemma":[0.1545478,0.0006558578,0.0003672729,0.002242772,0.003529746,0.01657986,0.004448437,0.005342153,0.003786614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004541873,"about_ca_system_score_gemma":0.01300568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02864473,"about_ca_topic_score_gemma":0.04300836,"domain_scores_codex":[0.9781489,0.0158685,0.0007660168,0.001190098,0.002889211,0.001137286],"domain_scores_gemma":[0.8923067,0.06890105,0.009056347,0.005218347,0.01870696,0.005810634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001681125,0.0003405888,0.06582914,0.0007108137,0.00004550418,0.0008920696,0.4358968,0.0003775015,0.0007253868,0.05539113,0.1262334,0.3133895],"study_design_scores_gemma":[0.00003474489,0.0001123777,0.03966109,0.002074222,0.00007200888,0.0005650686,0.5116227,0.003910115,0.0008022533,0.05068721,0.3903612,0.00009699469],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3141198,0.008628792,0.04889393,0.2352053,0.001746659,0.0007058582,0.001052948,0.0007228377,0.3889239],"genre_scores_gemma":[0.9313175,0.005067547,0.02874079,0.007567954,0.0004444236,0.0002774154,0.0008606409,0.0003080276,0.02541576],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02864473,"threshold_uncertainty_score":0.1248881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1335990232649543,"score_gpt":0.3735631659936571,"score_spread":0.2399641427287028,"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."}}