{"id":"W4382791294","doi":"10.5114/ms.2023.129035","title":"Coagulation abnormalities as predictors of renal dysfunction in heart failure with reduced ejection fraction","year":2023,"lang":"en","type":"article","venue":"Medical Studies","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ejection fraction; Heart failure; Internal medicine; Medicine; Cardiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009837961,0.0002570317,0.0005337811,0.001652698,0.0002759045,0.0008644587,0.0003205864,0.0004387579,0.002632983],"category_scores_gemma":[0.00627789,0.0001889556,0.0006223909,0.001191163,0.0001915354,0.0005681958,0.0004885086,0.001230328,0.000384628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001679225,"about_ca_system_score_gemma":0.0003970505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002065253,"about_ca_topic_score_gemma":0.00171575,"domain_scores_codex":[0.9995286,0.0001372102,0.00008244855,0.00005019301,0.0001477672,0.00005380048],"domain_scores_gemma":[0.9972497,0.001047678,0.0009101878,0.00008183366,0.0003555533,0.000355067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005265448,0.00006344535,0.9824979,0.0001375066,0.000161657,0.0003070825,0.00006292279,0.00006176257,0.0001913356,0.00006748416,0.001565517,0.01435689],"study_design_scores_gemma":[0.00002553308,0.0001045572,0.9978577,0.000148257,0.0001825691,0.0006854484,0.00007671121,0.0002653933,0.00007105468,0.0001272796,0.0004471051,0.00000828263],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9444622,0.04596566,0.0003888959,0.003254095,0.0003415282,0.0000773466,0.001323468,0.00002367453,0.004163043],"genre_scores_gemma":[0.9894438,0.008454016,0.0002663657,0.0002318491,0.0002509214,0.00003272331,0.0008338036,0.000006465737,0.0004801266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002632983,"threshold_uncertainty_score":0.008808196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02484760964674685,"score_gpt":0.3006022612933855,"score_spread":0.2757546516466386,"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."}}