{"id":"W4407419060","doi":"10.1093/ijnp/pyae059.575","title":"AN EXPLORATORY ANALYSIS OF DEPRESSION COMORBIDITY AND SLEEP DISTURBANCE IN CHINA KADOORIE BIOBANK","year":2025,"lang":"en","type":"article","venue":"The International Journal of Neuropsychopharmacology","topic":"Traditional Chinese Medicine Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"Biobank; Depression (economics); Psychiatry; Comorbidity; Disturbance (geology); China; Sleep (system call); Medicine; Sleep disorder; Psychology; Insomnia; Political science; Bioinformatics; Biology; Economics; Computer science; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001236128,0.0002996121,0.0004489363,0.002145163,0.001225185,0.0005396398,0.0006956987,0.0003953006,0.002963254],"category_scores_gemma":[0.002773789,0.0002709683,0.0006397622,0.003839749,0.0002790622,0.0002753807,0.0008859074,0.000389145,0.0003190399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001458681,"about_ca_system_score_gemma":0.002416342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06910543,"about_ca_topic_score_gemma":0.08264475,"domain_scores_codex":[0.9989052,0.0002191895,0.0002031402,0.0002730991,0.0002070952,0.0001922429],"domain_scores_gemma":[0.9985173,0.0002109612,0.0004461573,0.0001936557,0.0003671604,0.0002646936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001073024,0.0000419171,0.9958158,0.00007900082,0.0001287927,0.00009071709,0.0003049393,0.0000556405,0.0001305716,0.00006528595,0.00106579,0.002114207],"study_design_scores_gemma":[0.00001410396,0.00003405217,0.998737,0.00001822128,0.00005836096,0.00003886962,0.000310425,0.000183833,0.00003174095,0.00002123459,0.0005469728,0.00000530434],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870257,0.0003418583,0.0002519119,0.0001640012,0.00001110271,0.0002488233,0.01107618,0.000007842682,0.0008725377],"genre_scores_gemma":[0.9892369,0.000134898,0.0004432584,0.0001187412,0.00001174511,0.0007058835,0.008645738,0.000003053268,0.0006997116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06910543,"threshold_uncertainty_score":0.1374064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01631371364395478,"score_gpt":0.3549590754794822,"score_spread":0.3386453618355274,"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."}}