{"id":"W2132428720","doi":"10.1161/circheartfailure.109.898429","title":"Are Multiple Biomarker Testing Strategies Ready for Prime Time in Heart Failure?","year":2009,"lang":"en","type":"letter","venue":"Circulation Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto; Health Sciences Centre; University Health Network; Sunnybrook Health Science Centre","funders":"","keywords":"Biomarker; Prime (order theory); Heart failure; Prime time; Medicine; Computer science; Internal medicine; Biology; Mathematics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000465305,0.0007718945,0.001302955,0.0007826433,0.0002103621,0.0002116025,0.0001459695,0.001230714,0.0002186868],"category_scores_gemma":[0.000455666,0.000745746,0.0003834828,0.0006619327,0.00008525513,0.0003842548,0.00004934712,0.001052709,0.0005300981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004240384,"about_ca_system_score_gemma":0.0003299084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001476129,"about_ca_topic_score_gemma":0.0001785131,"domain_scores_codex":[0.9961366,0.0001794499,0.0009150137,0.001117814,0.0006760407,0.0009750612],"domain_scores_gemma":[0.9976011,0.0005392879,0.0003954314,0.0008905013,0.0003964566,0.0001772242],"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":[0.00004911282,0.0001471871,0.03190056,0.0005150188,0.0001410489,0.0001518007,0.00005351606,0.00007579585,0.002846793,0.00001124696,0.9635621,0.0005458741],"study_design_scores_gemma":[0.00246625,0.0001763283,0.07912028,0.0009202241,0.0002620483,0.0000996856,0.00009705727,0.001993897,0.00007134442,0.0001524413,0.9140153,0.0006251782],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005938593,0.0001981149,0.0003825162,0.9866142,0.0002025941,0.005624847,0.00009832819,0.0005436048,0.0003972377],"genre_scores_gemma":[0.2273729,0.000006939431,0.177187,0.5566223,0.009007221,0.00195028,0.015131,0.0007584339,0.011964],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4299919,"threshold_uncertainty_score":0.9994994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06027690713291932,"score_gpt":0.3010929026947946,"score_spread":0.2408159955618752,"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."}}