{"id":"W4416936739","doi":"10.1093/ehjacc/zuaf140","title":"Oops, we did it again and all together!","year":2025,"lang":"en","type":"article","venue":"European Heart Journal Acute Cardiovascular Care","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian VIGOUR Centre; University of Alberta","funders":"","keywords":"MEDLINE; Disease; Heart failure; Primary care","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":[0.0009155137,0.0002995476,0.0005401358,0.0001602827,0.0001660749,0.0002040859,0.0002982749,0.00008089688,0.0000544259],"category_scores_gemma":[0.00004744273,0.0002799577,0.0008998974,0.0002198997,0.00003639039,0.0001854824,0.0001315429,0.0006468081,0.0001303801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001067248,"about_ca_system_score_gemma":0.00002993565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001083474,"about_ca_topic_score_gemma":9.236826e-7,"domain_scores_codex":[0.9979655,0.0004323045,0.0004227754,0.0003330559,0.0004258004,0.0004205772],"domain_scores_gemma":[0.998893,0.00004369448,0.00002989908,0.0006012211,0.0001339313,0.0002982432],"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":[0.0001198861,0.0001177705,0.01805692,0.003932519,0.09227069,0.02618031,0.01461152,0.0501686,0.01843172,0.0009608713,0.3317075,0.4434417],"study_design_scores_gemma":[0.0005693961,0.0000297627,0.002084756,0.0002201357,0.0007904579,0.0009839092,0.0005974835,0.0003259549,0.0006653439,0.0000673993,0.9933242,0.0003412231],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2808471,0.5421003,0.0299843,0.002270186,0.005533882,0.001123765,0.0001013536,0.001343271,0.1366958],"genre_scores_gemma":[0.9940847,0.002687203,0.0009250735,0.001462579,0.0005059011,0.000004603789,0.0000138014,0.0001220322,0.0001940934],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7132376,"threshold_uncertainty_score":0.9999653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02073530506370664,"score_gpt":0.2443970907139478,"score_spread":0.2236617856502412,"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."}}