{"id":"W4414714121","doi":"10.1016/j.cjca.2025.08.235","title":"P144 CRITICAL RESOURCES USE IN PATIENTS WITH ACUTE DECOMPENSATED HEART FAILURE WITHOUT CARDIOGENIC SHOCK ADMITTED TO CARDIAC INTENSIVE CARE UNIT","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Public Health","funders":"","keywords":"Cardiogenic shock; Acute decompensated heart failure; Resource use; Coronary care unit; Intensive care unit; Shock (circulatory)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0001546492,0.0001847918,0.0003675547,0.0005620369,0.000675221,0.0007470211,0.0003133911,0.0004535053,0.007175027],"category_scores_gemma":[0.0026703,0.0001396125,0.000586906,0.0008818633,0.0002318992,0.0005181916,0.0004802365,0.001134608,0.000262982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006121706,"about_ca_system_score_gemma":0.001073805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0109871,"about_ca_topic_score_gemma":0.01284943,"domain_scores_codex":[0.9996545,0.00006827597,0.00004996611,0.00004160576,0.00007251939,0.0001130322],"domain_scores_gemma":[0.9987213,0.0002911372,0.0005009785,0.00002225245,0.00009823563,0.0003661024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002331604,0.0001075165,0.9951659,0.00004690056,0.0000659837,0.0007379546,0.0001290129,0.00004605979,0.00004999839,0.00006504423,0.0006593713,0.002693075],"study_design_scores_gemma":[0.00002603869,0.00026175,0.9960724,0.00009815484,0.00006781347,0.0009766887,0.001430267,0.0003076026,0.00003340767,0.0001576882,0.0005575006,0.00001068753],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948944,0.0006655089,0.00003496316,0.0005980166,0.00004757216,0.00002218381,0.0006275302,0.000002673602,0.003107222],"genre_scores_gemma":[0.9990817,0.0001948748,0.00004117228,0.0001725764,0.00004684544,0.00001500588,0.0002562891,0.000001395018,0.0001901292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0109871,"threshold_uncertainty_score":0.02400285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01058830301913179,"score_gpt":0.2329048559348098,"score_spread":0.222316552915678,"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."}}