{"id":"W4415596171","doi":"10.1016/j.puhe.2025.106010","title":"When ‘help’ might hurt: Do gambling harm prevention advertisements reduce or contribute to gambling stigma? Results of an exploratory study","year":2025,"lang":"en","type":"article","venue":"Public Health","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Bristol; Gambling Research Exchange Ontario; Economic and Social Research Institute; Alberta Gambling Research Institute, University of Calgary; International Center for Responsible Gaming; Victorian Responsible Gambling Foundation","keywords":"Harm; Exploratory research; Psychological intervention; Harm reduction; Exploratory analysis; Suicide prevention; Human factors and ergonomics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.01676692,0.0004441019,0.0005501623,0.001117339,0.001953029,0.002516329,0.0007839436,0.001267494,0.002204627],"category_scores_gemma":[0.05894371,0.000728564,0.0007889888,0.0007558002,0.002759826,0.002658498,0.001883176,0.001302302,0.0003661469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001208945,"about_ca_system_score_gemma":0.001671616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001611376,"about_ca_topic_score_gemma":0.001762135,"domain_scores_codex":[0.9908737,0.006870457,0.0004113261,0.0004636756,0.0007882988,0.0005925481],"domain_scores_gemma":[0.9305789,0.05873331,0.006202167,0.001730528,0.002031616,0.0007233858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001307403,0.003916161,0.1280803,0.001517853,0.0001444386,0.0008202317,0.8209265,0.0001086351,0.002287398,0.001076786,0.0006872634,0.03912706],"study_design_scores_gemma":[0.000273202,0.005880024,0.3259174,0.001052329,0.000391831,0.0007477794,0.6517209,0.0008686591,0.003123376,0.0009596015,0.008965572,0.00009933302],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983783,0.00005564007,0.0001852756,0.0001574738,0.00000419094,0.000177802,0.00003587798,0.000004697428,0.001000828],"genre_scores_gemma":[0.9973457,0.0001860155,0.0009308974,0.0002539102,0.00001549657,0.0005185194,0.00004853689,0.000009201091,0.0006917664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01676692,"threshold_uncertainty_score":0.088673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.270061821582212,"score_gpt":0.4885932244444646,"score_spread":0.2185314028622525,"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."}}