{"id":"W4399099091","doi":"10.20944/preprints202405.1753.v1","title":"Identification of SIBO subtypes along with nutritional status and diet as key elements of SIBO therapy","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Spaceflight effects on biology","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Identification (biology); Key (lock); Internal medicine; Medicine; Gastroenterology; Computer science; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006940238,0.0003222599,0.000696029,0.000300726,0.00002936346,0.0000105313,0.0001931345,0.0003239707,0.0004075922],"category_scores_gemma":[0.0002299856,0.0002643385,0.0001330261,0.0001717799,0.0002934668,0.00003881627,0.0005930795,0.0005708126,0.0001309835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009577454,"about_ca_system_score_gemma":0.0003220997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000375875,"about_ca_topic_score_gemma":0.00002859836,"domain_scores_codex":[0.9975023,0.0001480678,0.0007574089,0.0008553177,0.0004559868,0.0002808765],"domain_scores_gemma":[0.9978833,0.0001628295,0.0005637053,0.0008761039,0.0003811177,0.0001329835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001934248,0.0003683376,0.7692802,0.00137355,0.0007439696,0.00001685008,0.000626409,0.000006808916,0.2245928,0.0006604266,0.00002705317,0.0003692843],"study_design_scores_gemma":[0.001309839,0.0004205499,0.6798466,0.0006590565,0.0001816218,0.00001739315,0.00007897941,0.00004306837,0.3131485,0.003650747,0.0004685805,0.0001751353],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942611,0.001964909,0.00002340381,0.0006945096,0.0002668925,0.001522912,0.0001142908,0.00007072408,0.001081191],"genre_scores_gemma":[0.9963292,0.002197178,0.0003012594,0.00006552882,0.00009797295,0.0001996287,0.0003084828,0.00005003802,0.0004507289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08943366,"threshold_uncertainty_score":0.9999809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05386037310763375,"score_gpt":0.358830782272178,"score_spread":0.3049704091645442,"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."}}