{"id":"W2945882181","doi":"10.1080/15622975.2019.1574024","title":"Guidelines for the standardized collection of blood-based biomarkers in psychiatry: Steps for laboratory validity – a consensus of the Biomarkers Task Force from the WFSBP","year":2019,"lang":"en","type":"article","venue":"The World Journal of Biological Psychiatry","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University Health Network; University of Toronto; Centre for Addiction and Mental Health","funders":"National Institute on Aging; Canadian Institutes of Health Research; National Institutes of Health; Innovative Medicines Initiative; National Health and Medical Research Council; European Commission; Ontario Brain Institute; European Federation of Pharmaceutical Industries and Associations; Fujirebio Europe","keywords":"Venipuncture; Reliability (semiconductor); Informed consent; Documentation; Biomarker; Medicine; Biomarker discovery; External validity; Validity; Identification (biology); Medical laboratory; Psychology; Medical physics; Psychiatry; Clinical psychology; Psychometrics; Pathology; Alternative medicine; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01860977,0.0002983725,0.0008213001,0.0001469921,0.0008674851,0.00001684523,0.001162115,0.0002805635,0.0000943319],"category_scores_gemma":[0.006328752,0.0001173502,0.0006100796,0.001197206,0.0005937918,0.00006859734,0.0001153136,0.001047456,0.000002249835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001237307,"about_ca_system_score_gemma":0.003047961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000578714,"about_ca_topic_score_gemma":0.005311694,"domain_scores_codex":[0.9896123,0.006377503,0.002628255,0.0003159117,0.0005440052,0.0005220596],"domain_scores_gemma":[0.9714153,0.02184234,0.004083415,0.000858327,0.001693815,0.0001068032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02156657,0.0005380464,0.7676091,0.0005817835,0.001595528,4.724716e-7,0.0006287299,0.0001209375,0.004790573,0.00267214,0.199253,0.0006431139],"study_design_scores_gemma":[0.03848738,0.004653219,0.6973811,0.005491837,0.002658021,0.00001818031,0.03534471,0.001595054,0.001069672,0.05488335,0.157408,0.001009531],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7670984,0.00586698,0.0006089601,0.2120594,0.008919626,0.00425958,0.001064256,0.00001832616,0.0001044869],"genre_scores_gemma":[0.9739861,0.0003334403,0.009523613,0.01483633,0.001025738,0.0001459927,0.00001053547,0.00004087331,0.00009737253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2068878,"threshold_uncertainty_score":0.7576564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4104666024415207,"score_gpt":0.5008715339064249,"score_spread":0.09040493146490419,"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."}}