{"id":"W2397789684","doi":"10.1016/j.cardfail.2016.05.006","title":"Are Guidelines Mantra? Musings About Uncertainty in Medicine","year":2016,"lang":"en","type":"letter","venue":"Journal of Cardiac Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Heart failure; Mantra; Cardiology; Internal medicine; Theology","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":[0.001148993,0.0005835828,0.002418192,0.0009618266,0.00004792745,0.00003209675,0.0002483519,0.0008072746,0.0004832309],"category_scores_gemma":[0.0005050186,0.0003339112,0.0008800263,0.000299354,0.0001568615,0.000162569,0.00006641592,0.001828051,0.00006526464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004940741,"about_ca_system_score_gemma":0.0002724448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006618055,"about_ca_topic_score_gemma":0.00002995873,"domain_scores_codex":[0.9958327,0.0001861501,0.001593572,0.000380927,0.001369843,0.0006367955],"domain_scores_gemma":[0.9964595,0.0001957535,0.001505593,0.0005561303,0.001068892,0.0002140787],"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":[0.0001073901,0.00002286085,0.002135157,0.0003854777,0.0008341076,0.006354629,0.0001010582,0.000003947854,0.0001257813,0.000007522632,0.9827138,0.007208318],"study_design_scores_gemma":[0.002477702,0.0003030252,0.002386073,0.007656006,0.001273279,0.0003691635,0.0001886488,0.000001992272,0.00001784489,0.0001084374,0.9849217,0.0002961222],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001305995,0.004790802,0.00003046641,0.9900275,0.00186845,0.0005713686,0.00003076486,0.00003017298,0.001344442],"genre_scores_gemma":[0.001683898,0.004669674,0.003976358,0.9013814,0.06965691,0.00003291856,0.0001177135,0.0002034702,0.01827761],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08864608,"threshold_uncertainty_score":0.9999113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03565546480319225,"score_gpt":0.3150307881085512,"score_spread":0.279375323305359,"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."}}