{"id":"W4389764228","doi":"10.1002/ehf2.14625","title":"The ‘Peptide for Life’ Initiative in the Emergency Department Study","year":2023,"lang":"en","type":"article","venue":"ESC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Emergency department; Medicine; Heart failure; Medical prescription; Clinical endpoint; Natriuretic peptide; Point-of-care testing; Montenegro; Emergency medicine; Internal medicine; Nursing; Pathology","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":[0.001143645,0.0001889071,0.0002489627,0.000106108,0.0003753689,0.00003724503,0.0001435868,0.00004727004,0.00009580937],"category_scores_gemma":[0.0002442185,0.00009889036,0.0001449844,0.0006107059,0.00003477827,0.00006589021,0.00006651046,0.0001786555,0.0004695658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005408341,"about_ca_system_score_gemma":0.00008558912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004124592,"about_ca_topic_score_gemma":0.00115575,"domain_scores_codex":[0.9983238,0.0001870306,0.000345456,0.0002885289,0.0003799421,0.0004752445],"domain_scores_gemma":[0.9990056,0.000318332,0.00004100666,0.0004681014,0.00006342198,0.0001035508],"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":[0.00009814173,0.0004685759,0.0591674,0.00002853807,0.0001782215,0.00005312746,0.003319472,0.000006494644,0.00002494809,0.0006495655,0.9352494,0.0007560751],"study_design_scores_gemma":[0.00169587,0.0008097,0.1545397,0.00001993727,0.0001005739,0.000003703981,0.01376331,0.00006556436,0.00002195659,0.0002473444,0.8286308,0.0001015347],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6342026,0.000226586,0.0000412111,0.3538977,0.0005844598,0.009444313,0.000019923,0.0002254773,0.001357682],"genre_scores_gemma":[0.9922242,0.0000671055,0.0005261167,0.001474511,0.000334348,0.002404809,0.00006467027,0.00002889819,0.002875331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3580216,"threshold_uncertainty_score":0.6035475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04476475790277547,"score_gpt":0.3313849239435316,"score_spread":0.2866201660407561,"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."}}