{"id":"W4414631633","doi":"10.1093/ehjqcco/qcaf118","title":"One year healthcare consumption prior to sudden cardiac death","year":2025,"lang":"en","type":"article","venue":"European Heart Journal - Quality of Care and Clinical Outcomes","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotel Dieu Hospital","funders":"Institut National de la Santé et de la Recherche Médicale","keywords":"Sudden cardiac death; Health care; Consumption (sociology); Sudden death; Identification (biology); Sudden cardiac arrest; Healthcare system","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":[],"consensus_categories":[],"category_scores_codex":[0.002509589,0.0001163956,0.000784446,0.0001108651,0.0001348923,0.00003526744,0.00006316821,0.00007299145,0.00001699205],"category_scores_gemma":[0.00149288,0.00009568425,0.0007136792,0.00009543027,0.00008648937,0.00005181013,0.0000726096,0.0004209183,0.00005340299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004173159,"about_ca_system_score_gemma":0.0001419393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004423736,"about_ca_topic_score_gemma":0.00001701887,"domain_scores_codex":[0.9971219,0.001104183,0.001021034,0.0002175778,0.0003563755,0.0001789395],"domain_scores_gemma":[0.9979591,0.000939515,0.0001682536,0.0002412632,0.000359476,0.0003324423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003924621,0.00005771898,0.9732345,0.0003178712,0.0002399532,0.000005666713,0.0005251924,3.274712e-7,0.00005204256,0.0004527396,0.001428354,0.02329315],"study_design_scores_gemma":[0.00117925,0.0003233248,0.9830868,0.0004353838,0.0001883618,0.000001761686,0.001012292,1.812721e-7,0.00001988572,0.00006817361,0.01359407,0.00009055142],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827672,0.001650417,0.00007630204,0.01104139,0.001435872,0.0002957882,0.0000195319,0.00002590266,0.002687579],"genre_scores_gemma":[0.993177,0.001325889,0.001496942,0.003187499,0.000449003,8.58727e-7,0.00001109765,0.00001437,0.0003373731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0232026,"threshold_uncertainty_score":0.3901891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1506296654328484,"score_gpt":0.4873342389626721,"score_spread":0.3367045735298237,"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."}}