{"id":"W4414751829","doi":"10.1556/2006.2025.00072","title":"Research priorities in gambling: Findings of a large-scale expert study","year":2025,"lang":"en","type":"article","venue":"Journal of Behavioral Addictions","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; University of Calgary","funders":"European Regional Development Fund; Instituto de Salud Carlos III; Ministerio de Ciencia e Innovación; European Commission","keywords":"MEDLINE; Research methodology; Data collection; Research design","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001014337,0.0001278893,0.0003681843,0.001602685,0.0001554423,0.00003341591,0.0002617828,0.0001260972,0.00050383],"category_scores_gemma":[0.00002198091,0.0001145599,0.0001698487,0.00111186,0.00009744028,0.0001515774,0.00006997925,0.0007021773,0.00001571699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000181863,"about_ca_system_score_gemma":0.0001555205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008613921,"about_ca_topic_score_gemma":0.0005298367,"domain_scores_codex":[0.9979495,0.0002618638,0.0007736608,0.0001915724,0.0004709764,0.0003524671],"domain_scores_gemma":[0.9989125,0.0001193958,0.0001504044,0.0002823127,0.0004527688,0.0000826512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001555041,0.01076755,0.9675011,0.000004180555,0.00007347592,0.0001600424,0.01554329,0.000002755572,0.0007074102,0.0001546237,0.002874643,0.002055394],"study_design_scores_gemma":[0.003229042,0.001485023,0.9413443,0.0001353792,0.0001490351,0.00003305106,0.05150635,0.000001589779,0.0003068243,0.00007650872,0.001654501,0.00007846212],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968699,0.0003781151,0.00003055027,0.0001327586,0.001067335,0.000303347,0.00003202963,0.00001410773,0.001171861],"genre_scores_gemma":[0.9968589,0.00002177838,0.0002907406,0.00001115378,0.00005671606,0.00004269818,0.000002638134,0.00001395373,0.002701454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03596306,"threshold_uncertainty_score":0.5516585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2334714370859985,"score_gpt":0.5409770476267676,"score_spread":0.3075056105407691,"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."}}