{"id":"W2628181525","doi":"10.1161/hypertensionaha.117.09470","title":"Expertise: No Longer a Sine Qua Non for Guideline Authors?","year":2017,"lang":"en","type":"letter","venue":"Hypertension","topic":"Blood Pressure and Hypertension Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Canadian Institutes of Health Research; Allergan; Medtronic Japan; Mitsubishi Tanabe Pharma Corporation; Servier; Otsuka Pharmaceutical; Relypsa; Astellas Pharma; Bayer Yakuhin; Teijin Pharma; Daiichi-Sankyo; ReCor Medical; National Institute for Health and Care Research; EA Pharma Co., Ltd.; Boehringer Ingelheim Japan; Government of Canada; Boston Scientific Corporation; Amgen; Pfizer; Eli Lilly and Company; Daiichi Sankyo Europe; Omron Healthcare","keywords":"Sine qua non; Medicine; Guideline; Gerontology; Humanities; Library science; Philosophy; Political science; Law; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0004029123,0.0008166025,0.002458122,0.0002833212,0.000591222,0.00009302124,0.0003396304,0.00182447,0.0002425793],"category_scores_gemma":[0.0008157817,0.0005929795,0.0007223642,0.00007788027,0.0001860383,0.0001269394,0.0002667734,0.001502756,0.000675124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003736411,"about_ca_system_score_gemma":0.0001804804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001576027,"about_ca_topic_score_gemma":0.000007551944,"domain_scores_codex":[0.9961875,0.00005769807,0.0009277929,0.001175967,0.000803343,0.0008477079],"domain_scores_gemma":[0.9948119,0.0002131378,0.0004682499,0.001963179,0.002335081,0.000208474],"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":[0.0003585913,0.0001298088,0.00001429885,0.0005318416,0.0006790597,0.002572387,0.00007144775,2.270464e-7,0.007322949,8.997137e-7,0.9841033,0.004215163],"study_design_scores_gemma":[0.00311966,0.000600262,0.00009326669,0.001154446,0.003748058,0.001067742,0.00002013381,0.0009225655,0.000655649,0.00002400078,0.9878995,0.0006946519],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002805374,0.01861773,0.0004152284,0.9680343,0.004514072,0.002163114,0.000137119,0.0002931118,0.005544797],"genre_scores_gemma":[0.001746986,0.0006298645,0.004948546,0.8882528,0.02159794,0.0002323504,0.001595883,0.0002661492,0.08072948],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07978148,"threshold_uncertainty_score":0.9996521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07883957572111225,"score_gpt":0.323854403290905,"score_spread":0.2450148275697927,"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."}}