{"id":"W4414876484","doi":"10.1192/bjo.2025.10867","title":"Gambling, suicide and mental health treatment utilisation in Wales: case–control, whole-population-based study","year":2025,"lang":"en","type":"article","venue":"BJPsych Open","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Greo","funders":"","keywords":"Mental health; Suicide prevention; Harm; Occupational safety and health; Poison control; Human factors and ergonomics; Injury prevention; Coding (social sciences)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00143169,0.0005349566,0.0008748689,0.001683735,0.0008885506,0.001059101,0.0008743848,0.001059495,0.001996053],"category_scores_gemma":[0.003836934,0.00115412,0.0009482043,0.002454776,0.0007640189,0.0008144986,0.001331632,0.001016469,0.0004577741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001095292,"about_ca_system_score_gemma":0.0007532818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02566357,"about_ca_topic_score_gemma":0.03410434,"domain_scores_codex":[0.998165,0.0006796134,0.0002561174,0.0004231004,0.0002814504,0.0001948412],"domain_scores_gemma":[0.9981481,0.0003235566,0.0006497875,0.0002991679,0.0003127924,0.0002665449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005766629,0.0003178554,0.9944776,0.0002403073,0.0004131664,0.0006002227,0.0006956281,0.00004476177,0.0003662271,0.0000577541,0.0005359117,0.001673697],"study_design_scores_gemma":[0.0001456485,0.000533255,0.9968733,0.00006835607,0.0001760122,0.000812114,0.0006074758,0.0002131971,0.00002803111,0.00004378566,0.0004851216,0.00001363973],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977715,0.0006580353,0.0002108534,0.00005763186,0.00001483336,0.0001840084,0.0007072084,0.000004376933,0.0003915875],"genre_scores_gemma":[0.9976804,0.000398778,0.0002547194,0.0001235727,0.00002588865,0.000241815,0.00090756,0.000003188034,0.0003639902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02566357,"threshold_uncertainty_score":0.05102837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1480922018141504,"score_gpt":0.4855789001017606,"score_spread":0.3374866982876101,"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."}}