{"id":"W2106054072","doi":"10.1177/1541204012458440","title":"Onset, Offending Trajectories, and Crime Specialization in Violence","year":2012,"lang":"en","type":"article","venue":"Youth Violence and Juvenile Justice","topic":"Crime Patterns and Interventions","field":"Social Sciences","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Université de Montréal; Simon Fraser University","funders":"","keywords":"Injury prevention; Psychology; Human factors and ergonomics; Poison control; Longitudinal study; Violent crime; Longitudinal data; Suicide prevention; Criminology; Demography; Medical emergency; Medicine; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005935166,0.0001022905,0.0001417138,0.00009167136,0.0003624005,0.00007557726,0.00009560556,0.00007781869,0.000212684],"category_scores_gemma":[0.000228678,0.0001060157,0.00002870196,0.0002220698,0.0001768269,0.0004830103,0.00004572651,0.0001151071,0.00001415295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005148343,"about_ca_system_score_gemma":0.00003777322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005047623,"about_ca_topic_score_gemma":0.000858647,"domain_scores_codex":[0.9989315,0.0001244516,0.0002210487,0.0001916994,0.0001712579,0.0003600481],"domain_scores_gemma":[0.999559,0.00008815594,0.00007167172,0.00009269403,0.00003880811,0.0001496861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004073278,0.0002623583,0.7948573,0.0002121975,0.00001267064,0.00000575831,0.1012596,0.000003094909,0.0002283859,0.03891551,0.0003292859,0.06387314],"study_design_scores_gemma":[0.0008541815,0.0001449185,0.7634091,0.004069795,0.0003642592,0.00001036384,0.2202968,0.00018475,0.0005205912,0.002433471,0.006966322,0.0007454273],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910908,0.002704812,0.0006287075,0.0000557823,0.0007395797,0.0001601708,0.00003395078,0.00003604468,0.004550169],"genre_scores_gemma":[0.9955708,0.003663755,0.00008909039,0.000103257,0.0004563839,0.000008890951,0.000008823155,0.000007857828,0.0000911495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1190372,"threshold_uncertainty_score":0.763053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0529548405190662,"score_gpt":0.33660576486199,"score_spread":0.2836509243429238,"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."}}