{"id":"W4410081169","doi":"10.1016/j.smrv.2025.102099","title":"Connecting mechanistic evidence for depression, anxiety, and insomnia with neuroimaging","year":2025,"lang":"en","type":"editorial","venue":"Sleep Medicine Reviews","topic":"Sleep and related disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Addiction and Mental Health; Public Health Ontario","funders":"Linda C. Campbell Foundation; Krembil Foundation","keywords":"Neuroimaging; Anxiety; Depression (economics); Insomnia; Psychology; Clinical psychology; Psychiatry; Medicine; Neuroscience","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01112116,0.003681112,0.004394938,0.005046455,0.002599898,0.00583845,0.003913054,0.01708756,0.007973619],"category_scores_gemma":[0.02891678,0.001367733,0.003152768,0.001788479,0.003165001,0.003887537,0.001952727,0.02012262,0.004770065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002715456,"about_ca_system_score_gemma":0.003682611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002546888,"about_ca_topic_score_gemma":0.008372773,"domain_scores_codex":[0.9962108,0.0009372296,0.0007791221,0.0004765954,0.001399516,0.0001966755],"domain_scores_gemma":[0.9727582,0.01599879,0.001329698,0.0006704791,0.007128703,0.002114026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001143782,0.00001866299,0.00004421797,0.001050827,0.00008514877,0.0001372572,0.00001816302,0.00002602271,0.00006837004,0.0004482049,0.9874099,0.01057878],"study_design_scores_gemma":[0.0004989321,0.0001216115,0.0009323349,0.003551524,0.0007109924,0.0006197806,0.0001305793,0.0003792368,0.0001837524,0.004746452,0.9880576,0.0000671691],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00003395978,0.02861359,0.0001385926,0.02403972,0.9464605,0.00002357553,0.0000403177,0.00003232128,0.0006174063],"genre_scores_gemma":[0.0002930686,0.01383446,0.0001164245,0.0158431,0.9676774,0.00003289126,0.00001814804,0.00001388677,0.002170434],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01708756,"threshold_uncertainty_score":0.05881506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03743348567683225,"score_gpt":0.3750048616009096,"score_spread":0.3375713759240774,"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."}}