{"id":"W4411742726","doi":"10.1007/s10899-025-10401-2","title":"Pilot Randomised Trial of a Brief Online Personalised Feedback Intervention for the UK Context Designed To Prevent, Reduce, and Address Gambling Harm","year":2025,"lang":"en","type":"article","venue":"Journal of Gambling Studies","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Toronto; Centre for Addiction and Mental Health","funders":"Gambling Research Exchange Ontario","keywords":"Intervention (counseling); Harm; Normative; Context (archaeology); Psychology; Psychological intervention; Randomized controlled trial; Sample (material); Clinical psychology; Psychiatry; Medicine; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001698644,0.0002369735,0.0008252669,0.0003665641,0.0002227269,0.00005487032,0.0002373552,0.00005786093,0.00002608569],"category_scores_gemma":[0.001245225,0.0001593386,0.0004528358,0.0002837323,0.0001289142,0.00007497324,0.00007073484,0.0002097353,8.284673e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007471836,"about_ca_system_score_gemma":0.00006363769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009177838,"about_ca_topic_score_gemma":0.00006705807,"domain_scores_codex":[0.9978774,0.0002452493,0.001101245,0.0002512202,0.0002615007,0.0002634277],"domain_scores_gemma":[0.9964089,0.001743885,0.0007889769,0.0002097733,0.0007771089,0.00007139882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8353268,0.00824442,0.004423828,0.0004775022,0.0141728,0.0000463834,0.0201782,0.00007567955,0.01045195,0.0005747325,0.01603403,0.08999366],"study_design_scores_gemma":[0.9006183,0.01436636,0.0311119,0.004040336,0.006081331,0.00006870255,0.03458929,0.00003919467,0.006698688,0.000496474,0.001413642,0.0004757434],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811871,0.01167633,0.001470028,0.001124919,0.002617051,0.001808166,0.00003993389,0.00001258224,0.00006388942],"genre_scores_gemma":[0.9967248,0.0003742579,0.0007831499,0.0001488478,0.0002943793,0.0001433173,0.000003661269,0.00002114466,0.001506471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08951791,"threshold_uncertainty_score":0.649764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2247895692225809,"score_gpt":0.4800808236971716,"score_spread":0.2552912544745908,"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."}}