{"id":"W7070341526","doi":"","title":"Onderzoek naar het terugdringen van korte detenties met behulp van instrumenten:Changing justice gears - Empirische fase","year":2024,"lang":"nl","type":"book","venue":"Digital Academic REpository of VU University Amsterdam (Vrije Universiteit Amsterdam)","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Post hoc; European union; Automatism (medicine)","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":["metaepi_narrow","research_integrity"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.0005554279,0.001974058,0.001785699,0.002109045,0.001156033,0.0004948596,0.003165988,0.002734426,0.0001454749],"category_scores_gemma":[0.0001304973,0.002403087,0.001611817,0.0008373884,0.001693904,0.0006343574,0.005059591,0.003400433,0.0004609446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001126073,"about_ca_system_score_gemma":0.0010316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004871972,"about_ca_topic_score_gemma":0.000009640884,"domain_scores_codex":[0.9923584,0.0004001339,0.001772546,0.002221116,0.001485966,0.001761802],"domain_scores_gemma":[0.9941567,0.0001856319,0.002309501,0.001827157,0.0006220281,0.0008989789],"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":[0.02215059,0.004422889,0.04623433,0.07576091,0.06843531,0.0293392,0.1082122,0.01588509,0.1937132,0.009871088,0.3306873,0.09528787],"study_design_scores_gemma":[0.003905511,0.002337376,0.0002184624,0.003815152,0.00631073,0.0009803724,0.03211628,0.002311108,0.00782878,0.0001412976,0.9362267,0.003808278],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6206408,0.002290215,0.001632594,0.0002858836,0.002747291,0.001625437,0.002154124,0.0003604275,0.3682632],"genre_scores_gemma":[0.4402966,0.001198453,0.0006021958,0.0002589247,0.0007687761,0.000001710112,0.002379519,0.0002568451,0.554237],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6055394,"threshold_uncertainty_score":0.9993002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01012708114962818,"score_gpt":0.2238901860385868,"score_spread":0.2137631048889586,"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."}}