{"id":"W4361271891","doi":"10.1002/ejhf.2834","title":"March 2023 at a Glance: Pathophysiology, Medical Therapy and Devices","year":2023,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Radiological weapon; Cardiac catheterization; General surgery; Internal medicine; Surgery","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007189065,0.0008613277,0.0009372986,0.001308209,0.0009483325,0.004486695,0.0008182072,0.004807854,0.380402],"category_scores_gemma":[0.00334931,0.0004942634,0.0006316924,0.0007383099,0.0006048278,0.002169674,0.001248229,0.004762311,0.2316213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007913961,"about_ca_system_score_gemma":0.0009922425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001563616,"about_ca_topic_score_gemma":0.005111973,"domain_scores_codex":[0.9994152,0.00009103092,0.00006707752,0.00007829535,0.0002747109,0.00007373618],"domain_scores_gemma":[0.9984548,0.0002413212,0.0001238826,0.00009365222,0.0005549851,0.0005312686],"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":[0.00006541583,0.00004434533,0.0003614402,0.00008395242,0.000006432158,0.0003353523,0.000008316999,0.00002835334,0.0001788443,0.0005282905,0.9336553,0.06470405],"study_design_scores_gemma":[0.00002530478,0.00002351835,0.0007865053,0.0003339546,0.0000042096,0.0005401387,0.0000316162,0.00005863313,0.00005406247,0.0008310424,0.9973034,0.000007541839],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.002169102,0.04458279,0.0021311,0.2147177,0.2845814,0.0002274934,0.003574534,0.002157697,0.4458582],"genre_scores_gemma":[0.007976744,0.02834322,0.001355501,0.06203946,0.1824675,0.0001197947,0.002214189,0.0003873672,0.7150962],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.380402,"threshold_uncertainty_score":0.8837814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01867226518592567,"score_gpt":0.2393406476986633,"score_spread":0.2206683825127376,"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."}}