{"id":"W3212164617","doi":"10.1556/2006.2021.00077","title":"The effect of gambling problems on the subjective wellbeing of gamblers’ family and friends: Evidence from large-scale population research in Australia and Canada","year":2021,"lang":"en","type":"article","venue":"Journal of Behavioral Addictions","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Greo; University of Waterloo","funders":"Alberta Gambling Research Institute, University of Calgary; Queensland Government; Department of Families, Housing, Community Services and Indigenous Affairs; Department of Foreign Affairs and Trade, Australian Government; Department of Social Services, Australian Government","keywords":"Happiness; Psychology; Scale (ratio); Life satisfaction; Population; Well-being; Household income; Affect (linguistics); Subjective well-being; Social psychology; Demography; Sociology; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001039997,0.000102954,0.0002329883,0.0001399294,0.0002404354,0.00003378804,0.0001045175,0.00007257063,0.00003517158],"category_scores_gemma":[0.00005379139,0.00006328915,0.00005978649,0.0003423094,0.00009586967,0.0001090198,0.00003808457,0.0005141947,4.603341e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00013164,"about_ca_system_score_gemma":0.00009209269,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4216745,"about_ca_topic_score_gemma":0.2319752,"domain_scores_codex":[0.9981546,0.000591667,0.0004444218,0.0001641089,0.0004309242,0.0002143122],"domain_scores_gemma":[0.9982043,0.001050811,0.0002552684,0.0001943645,0.0002302322,0.00006505187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001518978,0.0001472861,0.9919022,0.000006318689,0.00004866679,0.00005172414,0.001808986,0.00004535589,0.004943908,0.00002830624,0.0001087581,0.0007566344],"study_design_scores_gemma":[0.0007257408,0.0006873577,0.9910979,0.00043871,0.0001711628,0.00002461947,0.003931884,0.00001002913,0.002761386,0.00007222399,0.00003033862,0.00004861176],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986476,0.000534932,0.000005812409,0.0001648509,0.000355709,0.0001977345,0.00006497155,0.00000215044,0.00002626032],"genre_scores_gemma":[0.9997461,0.00006446816,0.00004185828,0.000002890859,0.00003129212,0.00001767229,0.000005197641,0.000009033394,0.00008146457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1896993,"threshold_uncertainty_score":0.7820393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.200885706004378,"score_gpt":0.4459848125271078,"score_spread":0.2450991065227298,"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."}}