{"id":"W4403042748","doi":"10.1007/s10899-024-10355-x","title":"Trends in Lower-Risk Gambling by Age and Net Income among Finnish Men and Women in 2011, 2015, and 2019","year":2024,"lang":"en","type":"article","venue":"Journal of Gambling Studies","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Greo; Carleton University; Canadian Centre on Substance Use and Addiction","funders":"","keywords":"Demography; Population; Medicine; Harm; Psychology; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001319824,0.0002672892,0.000673592,0.00107312,0.00008941129,0.0001451757,0.00009228289,0.0001305774,0.00004024372],"category_scores_gemma":[0.00006271453,0.0002156598,0.00005858647,0.0003395238,0.0001887184,0.0003030001,0.000115754,0.0005493392,0.00000398041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001361465,"about_ca_system_score_gemma":0.00001605556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003512545,"about_ca_topic_score_gemma":0.0001662154,"domain_scores_codex":[0.9982245,0.0001405861,0.0005988452,0.0003526622,0.0002174023,0.0004660285],"domain_scores_gemma":[0.9991254,0.0003220347,0.0002237693,0.0001338325,0.00005124833,0.0001437456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000195999,0.0001800173,0.9401121,0.00005459995,0.00051142,0.001765816,0.01909467,0.000008104932,0.0001125354,0.00001083358,0.0124009,0.02555303],"study_design_scores_gemma":[0.002807406,0.0006504898,0.989527,0.0004297747,0.0001546318,0.0001295606,0.004573749,0.00003662323,0.00001046241,0.0004326959,0.001013585,0.0002339914],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9275452,0.07108096,0.000002963584,0.0003446284,0.0006105047,0.00008439986,0.00002331794,0.00001799687,0.0002900624],"genre_scores_gemma":[0.9873723,0.00987519,0.00009359793,0.00001976774,0.00009686072,0.00001364018,0.000002337352,0.00003005783,0.002496217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06120577,"threshold_uncertainty_score":0.8794352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05541510391908722,"score_gpt":0.4074761108594021,"score_spread":0.3520610069403149,"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."}}