{"id":"W4411820277","doi":"10.21608/asnj.2025.385122.2087","title":"Risk and Triggers for Exacerbation of Congestive Heart Failure","year":2025,"lang":"en","type":"article","venue":"Assiut Scientific Nursing Journal","topic":"Cardiovascular Function and Risk Factors","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heart failure; Exacerbation; Cardiology; Internal medicine; Medicine","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":[0.0004851706,0.0001229538,0.0003164318,0.0006578179,0.0004359706,0.0004068379,0.0002069092,0.000389643,0.003707802],"category_scores_gemma":[0.002934793,0.0001096445,0.0002450669,0.0004977232,0.0001603136,0.00037735,0.0004558116,0.0005257294,0.000205593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002654395,"about_ca_system_score_gemma":0.0005807212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001466489,"about_ca_topic_score_gemma":0.002323585,"domain_scores_codex":[0.9990583,0.0002476468,0.0001714319,0.0001015085,0.0002709288,0.0001502252],"domain_scores_gemma":[0.9972579,0.0006250915,0.001477434,0.00003820348,0.0001621645,0.0004391631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004259209,0.00007168033,0.9953918,0.00009198303,0.00001229296,0.0002958338,0.0003011992,0.00002124451,0.00008279495,0.00003709846,0.000328721,0.003322803],"study_design_scores_gemma":[0.000003632007,0.0001509349,0.9966889,0.0001222448,0.00001070551,0.001538185,0.0007259807,0.00005930316,0.00004459755,0.00006960597,0.00057917,0.000006682851],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923827,0.002582311,0.0001433714,0.0009416316,0.00002908312,0.000114601,0.0005989006,0.000006739402,0.003200648],"genre_scores_gemma":[0.9979588,0.0008869626,0.0002895711,0.000143842,0.00005452073,0.00007238283,0.0002977272,0.000001180548,0.0002950417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003707802,"threshold_uncertainty_score":0.01240379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01160977496694128,"score_gpt":0.2881811117722053,"score_spread":0.2765713368052641,"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."}}