{"id":"W4403913316","doi":"10.3389/fpsyt.2024.1451678","title":"The clock is ticking on schizophrenia: a study protocol for a translational study integrating phenotypic, genomic, microbiome and biomolecular data to overcome disability","year":2024,"lang":"en","type":"article","venue":"Frontiers in Psychiatry","topic":"Tryptophan and brain disorders","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Dalhousie University","funders":"Università degli Studi di Padova; Ministero della Salute","keywords":"Microbiome; Schizophrenia (object-oriented programming); Protocol (science); Translational research; Phenotype; Computational biology; Neuroscience; Bioinformatics; Medicine; Psychiatry; Biology; Psychology; Data science; Genetics; Computer science; Alternative medicine; Gene; Biotechnology","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":[0.02263919,0.002904942,0.004297959,0.001712512,0.005492795,0.0017912,0.002346097,0.004716502,0.06182795],"category_scores_gemma":[0.01856561,0.002270582,0.003496186,0.001650404,0.001927565,0.002514591,0.00372246,0.00563109,0.02608261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003512875,"about_ca_system_score_gemma":0.02423215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00332775,"about_ca_topic_score_gemma":0.006887348,"domain_scores_codex":[0.9923704,0.003943668,0.001476657,0.0008224053,0.0005279274,0.0008589227],"domain_scores_gemma":[0.9847282,0.002624457,0.001774301,0.00348999,0.004120851,0.003262216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.2954475,0.04967977,0.0139405,0.03678199,0.001164964,0.004678586,0.009080836,0.005711027,0.01819488,0.02056992,0.2360936,0.3086565],"study_design_scores_gemma":[0.1795067,0.07366256,0.05488156,0.01666879,0.0009379488,0.0008524251,0.005356428,0.003814943,0.006148952,0.02054723,0.6366087,0.001013786],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.005102011,0.0002664812,0.005460416,0.0005505726,0.0004865108,0.9827542,0.003653757,0.0001379352,0.00158813],"genre_scores_gemma":[0.001537811,0.000127144,0.003408726,0.000168808,0.00005168492,0.9937557,0.0004178089,0.000008559354,0.0005237737],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06182795,"threshold_uncertainty_score":0.2068352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04244739867551406,"score_gpt":0.3490317483004572,"score_spread":0.3065843496249431,"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."}}