{"id":"W4365144160","doi":"10.1503/jpn.220139","title":"Gut–brain axis volatile organic compounds derived from breath distinguish between schizophrenia and major depressive disorder","year":2023,"lang":"en","type":"article","venue":"Journal of Psychiatry and Neuroscience","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Schizophrenia (object-oriented programming); Confounding; Major depressive disorder; Metabolome; Depression (economics); Bipolar disorder; Psychiatry; Internal medicine; Medicine; Psychology; Cognition; Metabolite","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003833101,0.0001316868,0.0001957414,0.00009275788,0.0001170247,0.00004996287,0.0002200136,0.00006235031,0.000009179953],"category_scores_gemma":[0.0002524577,0.0001125402,0.00002968619,0.0003608542,0.0001750871,0.0001605083,0.00008476347,0.000265161,0.000002020775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008674191,"about_ca_system_score_gemma":0.000007021667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002600624,"about_ca_topic_score_gemma":0.000008102611,"domain_scores_codex":[0.9992435,0.00001263169,0.0002277809,0.0001785647,0.0001430392,0.0001944818],"domain_scores_gemma":[0.9995057,0.0001449806,0.0001077952,0.000122775,0.00001834543,0.0001004225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001423883,0.00001254896,0.1378854,0.00002314742,0.00001071091,0.00001688706,0.00004503762,0.0001452493,0.8586482,0.00003889965,0.0008773503,0.002282279],"study_design_scores_gemma":[0.001374052,0.000177542,0.9448078,0.0001378882,0.00004575695,0.0001049453,0.0001627424,0.002937514,0.03529717,0.01311781,0.001454798,0.0003820268],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963928,0.0005809885,0.001596574,0.0006990842,0.0003861564,0.00004259004,0.00002047216,0.0001933464,0.00008793091],"genre_scores_gemma":[0.9974879,0.0001665691,0.002110393,0.00004023448,0.0001264872,8.031403e-7,8.984371e-7,0.00002503981,0.00004168228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.823351,"threshold_uncertainty_score":0.4589257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01023207985407813,"score_gpt":0.2359068586980227,"score_spread":0.2256747788439445,"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."}}