{"id":"W4380182312","doi":"10.2196/44679","title":"Health Economic Evaluation of Cognitive Control Training for Depression: Key Considerations","year":2023,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Mental Health Research Topics","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Vlaamse regering; Fonds Wetenschappelijk Onderzoek","keywords":"Context (archaeology); Depression (economics); Vulnerability (computing); Intervention (counseling); Cognition; Cost effectiveness; Psychology; Psychiatry; Medicine; Risk analysis (engineering); Computer science; Computer security; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.1034315,0.001732538,0.004858383,0.003144395,0.0007924307,0.007377078,0.001842332,0.004987717,0.01077213],"category_scores_gemma":[0.3410606,0.000696027,0.003678126,0.003961944,0.00163682,0.003852658,0.002940304,0.004896676,0.0005885505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008598394,"about_ca_system_score_gemma":0.01326188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004236702,"about_ca_topic_score_gemma":0.003898322,"domain_scores_codex":[0.805417,0.1701348,0.01259351,0.001526811,0.00878417,0.001543765],"domain_scores_gemma":[0.6647758,0.3097566,0.009605656,0.00265699,0.01117083,0.002034025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.01346066,0.001204494,0.008466438,0.1180501,0.01291144,0.00100418,0.000955012,0.04560902,0.0003944192,0.1493484,0.03942166,0.6091743],"study_design_scores_gemma":[0.01164629,0.007655464,0.02320169,0.294269,0.01701892,0.002310978,0.002891551,0.07880845,0.001627658,0.3537448,0.2062349,0.0005902047],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.02834125,0.5636039,0.07161854,0.2275448,0.007596613,0.02611604,0.00466116,0.0001512844,0.0703664],"genre_scores_gemma":[0.6222395,0.1811608,0.09956463,0.03406396,0.006207168,0.0505611,0.002407716,0.0001448701,0.003650384],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1034315,"threshold_uncertainty_score":0.5470048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2888432076272494,"score_gpt":0.5662876403597168,"score_spread":0.2774444327324674,"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."}}