{"id":"W4307512277","doi":"10.1101/2022.10.27.514016","title":"Experimental Diets Dictate the Metabolic Benefits of Probiotics in Obesity","year":2022,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Canadian Institutes of Health Research; Institut universitaire de cardiologie et de pneumologie de Québec, Université Laval; Novo Nordisk Fonden; H. Lundbeck A/S; Lundbeckfonden; Novo Nordisk; Bundesministerium für Bildung und Forschung; Deutsche Forschungsgemeinschaft; Natural Sciences and Engineering Research Council of Canada; Pfizer","keywords":"Probiotic; Lactobacillus paracasei; Context (archaeology); Biology; Obesity; Gut flora; Fatty liver; Lactobacillus reuteri; Food science; Endocrinology; Internal medicine; Medicine; Disease; Bacteria; Immunology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004453676,0.000470566,0.0004116656,0.0004199368,0.0002927685,0.0005709085,0.0003364825,0.0005478755,0.002468059],"category_scores_gemma":[0.000555995,0.0003517455,0.0002924811,0.0002628145,0.0006335739,0.0003475858,0.0004528331,0.001494082,0.0003896696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003688943,"about_ca_system_score_gemma":0.0004792102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004297511,"about_ca_topic_score_gemma":0.0009952494,"domain_scores_codex":[0.9993697,0.0001376073,0.0000991475,0.0001237012,0.0001548787,0.0001150023],"domain_scores_gemma":[0.9994024,0.0001258546,0.0001550475,0.00007909451,0.00007812951,0.0001594667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003835473,0.001077033,0.0008207898,0.0001144802,0.00002355454,0.000027621,0.00002400116,0.00007683769,0.9915054,0.0001287121,0.0000820998,0.00228399],"study_design_scores_gemma":[0.0003656168,0.01014419,0.01741192,0.00007540624,0.000126556,0.0001421704,0.00009331491,0.0006540742,0.9673679,0.0002460681,0.003342689,0.00003023145],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908126,0.002001665,0.003438611,0.000244165,0.0001971406,0.0002390965,0.000834187,0.00007752856,0.002154964],"genre_scores_gemma":[0.9849648,0.001509467,0.007606174,0.0003679514,0.00007210823,0.0009284093,0.001298231,0.00009482887,0.003157895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002468059,"threshold_uncertainty_score":0.008256435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01316459472183025,"score_gpt":0.2367076125004134,"score_spread":0.2235430177785831,"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."}}