{"id":"W4411483996","doi":"10.1007/s11121-025-01822-x","title":"Reflections on a Career in Prevention Science Focused on the Development, Prevention, and Treatment of Youth Conduct Problems","year":2025,"lang":"en","type":"article","venue":"Prevention Science","topic":"Child Abuse and Trauma","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Children's Hospital; Simon Fraser University","funders":"","keywords":"Mentorship; Career development; Rutter; Health psychology; Psychology; Career path; Context (archaeology); Medical education; Prevention science; Public health; Engineering ethics; Pedagogy; Medicine; Nursing; Developmental psychology; 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":[0.001621846,0.000151016,0.0001704617,0.0006996558,0.000534662,0.0000825003,0.0003426574,0.00004756267,0.000114049],"category_scores_gemma":[0.0000988023,0.0001078807,0.00006450232,0.002327205,0.0006638034,0.0002700238,0.00005826429,0.0001037723,0.00002546044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002414797,"about_ca_system_score_gemma":0.0006392764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008175757,"about_ca_topic_score_gemma":0.0008804866,"domain_scores_codex":[0.9980452,0.000152508,0.0004277063,0.000633655,0.0004222099,0.0003187198],"domain_scores_gemma":[0.9990859,0.00008835771,0.0001797311,0.0004435987,0.0001453985,0.00005702805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004341989,0.008760862,0.05443377,0.00008017294,0.0002312923,0.000003648199,0.09777512,0.0001725408,0.02436424,0.3052889,0.0002017076,0.5082536],"study_design_scores_gemma":[0.004256254,0.002168885,0.9163388,0.001164856,0.00009438639,0.000006562611,0.006140425,0.00005085072,0.0447784,0.02213437,0.002466085,0.0004001157],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9589455,0.0001042235,0.0005590844,0.0003612844,0.0004092836,0.001049218,0.000003043837,0.00003060543,0.03853782],"genre_scores_gemma":[0.9943414,0.00001954927,0.0003139444,0.00004392662,0.00001399359,0.0001849853,0.000002931891,0.000005642034,0.005073671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.861905,"threshold_uncertainty_score":0.4399245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2259195993552724,"score_gpt":0.4330957960114711,"score_spread":0.2071761966561987,"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."}}