{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006840417,0.001039852,0.001995172,0.0009790289,0.002053182,0.003476554,0.002207247,0.03315648,0.004824611],"category_scores_gemma":[0.02954569,0.0008275976,0.001551514,0.0008261604,0.004057722,0.009364902,0.001682982,0.03009091,0.004178582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003257674,"about_ca_system_score_gemma":0.002533693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001512355,"about_ca_topic_score_gemma":0.002863625,"domain_scores_codex":[0.99473,0.00224991,0.000915408,0.0005097216,0.001073484,0.0005213538],"domain_scores_gemma":[0.980414,0.01263383,0.001191843,0.0006419369,0.002984387,0.002133914],"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":[0.0007248832,0.0003433919,0.009484557,0.0006928883,0.0001168217,0.02613893,0.0004317558,0.0006368523,0.001424013,0.009365261,0.7784011,0.1722395],"study_design_scores_gemma":[0.001162147,0.001380445,0.01431837,0.004280982,0.0003020457,0.07587153,0.003323252,0.004793396,0.001726491,0.09908665,0.7933275,0.0004272692],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00117292,0.005572821,0.0009618407,0.9822178,0.007867505,0.0000193643,0.00002063369,0.00004725279,0.002119787],"genre_scores_gemma":[0.02231267,0.01050768,0.003326215,0.8340721,0.1274712,0.0001001771,0.00005809448,0.00003452327,0.002117319],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03315648,"threshold_uncertainty_score":0.03617603,"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."}}