{"id":"W4408776197","doi":"10.32920/28646696","title":"Developing virtual gaming simulations for complex clients with substance use through international collaborations","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Substance use; Internet privacy; Business; Computer science; Human–computer interaction; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003225978,0.001312217,0.0002860272,0.0006051392,0.001387261,0.003883132,0.002340342,0.001472992,0.0129836],"category_scores_gemma":[0.008840901,0.0005371368,0.001175077,0.0002693623,0.001629444,0.002142518,0.006811176,0.001301952,0.00180541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001082167,"about_ca_system_score_gemma":0.001895596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00143362,"about_ca_topic_score_gemma":0.003526631,"domain_scores_codex":[0.9979774,0.001453327,0.00008272906,0.0001303456,0.0001762858,0.0001799667],"domain_scores_gemma":[0.9962575,0.002233955,0.0001431923,0.0003774806,0.0002612706,0.0007265331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000961972,0.005155382,0.03192915,0.001792073,0.0002538306,0.005563391,0.1915638,0.1565223,0.02616739,0.08302338,0.03867668,0.4583906],"study_design_scores_gemma":[0.0006950239,0.003986761,0.009751691,0.002011686,0.0002808051,0.00490761,0.07713648,0.1894235,0.0245785,0.04990485,0.6368068,0.0005163118],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5126438,0.0004411952,0.3324397,0.002615465,0.0004311316,0.002683128,0.0003246197,0.002573,0.145848],"genre_scores_gemma":[0.6894848,0.0005554984,0.2891217,0.0004558104,0.00005040771,0.001862905,0.0005194648,0.0004614009,0.01748803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0129836,"threshold_uncertainty_score":0.04343444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2434487305581201,"score_gpt":0.4712033338555338,"score_spread":0.2277546032974137,"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."}}