{"id":"W4414662065","doi":"10.1002/ejhf.70020","title":"What's New in Heart Failure? August 2025","year":2025,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001118248,0.0005290683,0.0008526515,0.0008051198,0.000738082,0.002894395,0.0007374419,0.002794211,0.1823785],"category_scores_gemma":[0.003271835,0.000257721,0.0008061493,0.0006432337,0.0006241585,0.001526439,0.0009036225,0.003270468,0.06745474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008662716,"about_ca_system_score_gemma":0.001688541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002461934,"about_ca_topic_score_gemma":0.006967903,"domain_scores_codex":[0.9993819,0.0001365924,0.00006559245,0.00005536913,0.0002187514,0.0001417682],"domain_scores_gemma":[0.9977337,0.000418903,0.0001464421,0.00005057145,0.0006476796,0.001002801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002973338,0.00003152713,0.0003211088,0.0005661554,0.0000141104,0.0001151979,0.00001276341,0.00002884321,0.0001127014,0.0006177059,0.9091257,0.08875667],"study_design_scores_gemma":[0.00007387026,0.00007912171,0.002818606,0.001657126,0.00002585164,0.0001606663,0.0000628272,0.00003018469,0.00006491043,0.000570936,0.9944429,0.00001307469],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.001128345,0.2354995,0.0004313456,0.3123696,0.2312121,0.0001337744,0.002338721,0.0002997692,0.2165869],"genre_scores_gemma":[0.0100898,0.2007915,0.0005479301,0.09896494,0.2198646,0.000124238,0.002568602,0.0001430564,0.4669053],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1823785,"threshold_uncertainty_score":0.6101168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.012097298858522,"score_gpt":0.2585594508921523,"score_spread":0.2464621520336303,"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."}}