{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004299378,0.001550094,0.001151053,0.001578374,0.003260743,0.008380556,0.001498255,0.005357743,0.08879722],"category_scores_gemma":[0.040111,0.0006077891,0.001668406,0.0008011028,0.003237915,0.009426319,0.003375517,0.01468279,0.06303952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001326823,"about_ca_system_score_gemma":0.002171218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002129228,"about_ca_topic_score_gemma":0.003609185,"domain_scores_codex":[0.9955367,0.001553254,0.0003963685,0.0005925749,0.001463698,0.0004574766],"domain_scores_gemma":[0.9857705,0.003528964,0.00130409,0.0009196244,0.005050245,0.003426646],"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":[0.00003450681,0.00002241684,0.0003832414,0.0001148922,0.00001737928,0.0001386021,0.0001963662,0.00001509909,0.0000924073,0.001202364,0.9768976,0.02088512],"study_design_scores_gemma":[0.00001376302,0.00003153636,0.0003874744,0.0002714147,0.00001305178,0.0005675795,0.0005492758,0.00003708732,0.00009746136,0.002005493,0.9960026,0.0000232511],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001029372,0.015198,0.002393917,0.5359051,0.4242176,0.00006244302,0.0004847126,0.0006790188,0.02002977],"genre_scores_gemma":[0.01452135,0.01811185,0.004794985,0.5099268,0.2848918,0.0001359925,0.0005171117,0.00141059,0.1656894],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08879722,"threshold_uncertainty_score":0.2970563,"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."}}