{"id":"W4409453863","doi":"10.1093/ehjacc/zuaf040","title":"Spring into innovation: connecting minds, transforming care, saving lives","year":2025,"lang":"en","type":"article","venue":"European Heart Journal Acute Cardiovascular Care","topic":"Cardiovascular Health and Risk Factors","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian VIGOUR Centre; University of Alberta","funders":"","keywords":"Medicine; Spring (device); Gerontology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001689787,0.0004310264,0.001118044,0.0008548949,0.001167076,0.0002118752,0.0002442987,0.0001220296,0.00001961796],"category_scores_gemma":[0.0003221055,0.000389574,0.002923148,0.001300277,0.00007254764,0.0002860479,0.0001370971,0.001335551,0.00004537672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005749538,"about_ca_system_score_gemma":0.0004938822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008545278,"about_ca_topic_score_gemma":0.00001002363,"domain_scores_codex":[0.9963069,0.0005422655,0.0009418054,0.0006010656,0.0009118168,0.000696137],"domain_scores_gemma":[0.9973704,0.00006702677,0.0001247131,0.0008492829,0.001229775,0.0003587747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002912144,0.00005162263,0.03482985,0.002734076,0.01411443,0.006404766,0.02444283,0.001287636,0.005140975,0.00009286554,0.0006758344,0.9099339],"study_design_scores_gemma":[0.005127311,0.0002655232,0.06532968,0.002656547,0.003868083,0.007471649,0.03320845,0.00001254187,0.006662377,0.000008402934,0.8747088,0.0006806586],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8136448,0.1617332,0.006113075,0.0003079681,0.00189461,0.0007636281,0.000008036041,0.0002040674,0.01533059],"genre_scores_gemma":[0.9905943,0.002536921,0.004365631,0.0008774939,0.001362445,0.00000714539,0.0000404506,0.0001142152,0.0001014079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9092532,"threshold_uncertainty_score":0.9998556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01900548196984526,"score_gpt":0.2936933269957693,"score_spread":0.274687845025924,"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."}}