{"id":"W3036242931","doi":"10.3389/fcvm.2020.00103","title":"Serum GDF15, a Promising Biomarker in Obese Patients Undergoing Heart Surgery","year":2020,"lang":"en","type":"article","venue":"Frontiers in Cardiovascular Medicine","topic":"GDF15 and Related Biomarkers","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Saint John Regional Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Biomarker; GDF15; Internal medicine; Heart failure; Context (archaeology); Cardiology; Systemic inflammation; Obesity; Inflammation; Gastroenterology; Surgery","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":[0.0004877683,0.000323189,0.0003916249,0.0007953899,0.000207216,0.0005041319,0.0001635406,0.0003974218,0.0009410075],"category_scores_gemma":[0.00103987,0.0001189444,0.0002915148,0.0005304984,0.0001375004,0.0002503347,0.0002883696,0.0003504117,0.0002318356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001518605,"about_ca_system_score_gemma":0.0002460277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004350502,"about_ca_topic_score_gemma":0.0009224794,"domain_scores_codex":[0.9998286,0.0000400734,0.00002936044,0.00003650378,0.0000362737,0.00002924829],"domain_scores_gemma":[0.9996141,0.00006208473,0.0001617506,0.00001256221,0.00005978396,0.00008972496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000910968,0.00007524763,0.9875969,0.00007273905,0.00006347106,0.0001571077,0.0000545254,0.0000688759,0.002783321,0.00002960672,0.0002194672,0.007967769],"study_design_scores_gemma":[0.00005949756,0.001309142,0.9922179,0.00008528209,0.0001417368,0.001500984,0.0003530061,0.0007890122,0.001872735,0.0001604271,0.001495078,0.00001521885],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957455,0.002566163,0.0003766521,0.0001372681,0.00003532182,0.00003203488,0.0004940142,0.000009322959,0.0006036705],"genre_scores_gemma":[0.9973422,0.000693312,0.0009843755,0.00008860177,0.00003715626,0.0000327412,0.0005278664,0.000001723905,0.0002920012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009410075,"threshold_uncertainty_score":0.00314796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02161513720170719,"score_gpt":0.2312094107323074,"score_spread":0.2095942735306002,"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."}}