{"id":"W4417436609","doi":"10.35502/jcswb.503","title":"Building a Wales without violence: Using behavioural science to implement a public health approach","year":2025,"lang":"en","type":"article","venue":"Journal of Community Safety and Well-Being","topic":"Child Abuse and Trauma","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"World Health Organization","keywords":"Public health; Scarcity; Suicide prevention; Behavioural sciences; Occupational safety and health; Poison control; Injury prevention","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.05099912,0.001068565,0.000916287,0.003712754,0.004123025,0.006558782,0.002491321,0.002717074,0.004136839],"category_scores_gemma":[0.04853845,0.0009285494,0.001464812,0.001282772,0.01311602,0.004985434,0.0117941,0.008622141,0.0007129017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01195261,"about_ca_system_score_gemma":0.05191188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02981835,"about_ca_topic_score_gemma":0.04274167,"domain_scores_codex":[0.9495689,0.04265802,0.001066137,0.001782362,0.00309933,0.001825268],"domain_scores_gemma":[0.9683238,0.02246822,0.001253819,0.002525906,0.003065557,0.002362755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001175095,0.003076902,0.02767721,0.0072345,0.0005074785,0.0006397887,0.1400704,0.007388488,0.00360385,0.3111202,0.01962699,0.4789369],"study_design_scores_gemma":[0.000241534,0.002673667,0.04653221,0.01672271,0.0003909335,0.0005581634,0.1680765,0.006024246,0.004013181,0.3828174,0.3715984,0.0003509927],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1204076,0.01097884,0.4067991,0.2556998,0.003565032,0.009333365,0.0003863778,0.0008719539,0.191958],"genre_scores_gemma":[0.494532,0.009310481,0.4548762,0.02441691,0.0002237732,0.005463453,0.0002155518,0.0001942938,0.01076736],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05099912,"threshold_uncertainty_score":0.2697123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06425253145334273,"score_gpt":0.3841414926573639,"score_spread":0.3198889612040211,"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."}}