{"id":"W2989729472","doi":"10.1136/heartjnl-2019-315203","title":"Specialist valve clinic: why, who and how?","year":2019,"lang":"en","type":"article","venue":"Heart","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Heart valve; Outpatient clinic; Medical emergency; Mitral valve; Mitral regurgitation; Valve replacement; General surgery; Intensive care medicine; Surgery; Internal medicine","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":[0.002012072,0.0003954815,0.0003705856,0.0008399233,0.00161336,0.004146961,0.0009982574,0.00526073,0.04999541],"category_scores_gemma":[0.008012608,0.0003514051,0.0002797166,0.0004834537,0.001727421,0.00516287,0.001659913,0.004437899,0.0161164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002818973,"about_ca_system_score_gemma":0.004891353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00504873,"about_ca_topic_score_gemma":0.01169866,"domain_scores_codex":[0.9984577,0.0004775027,0.0001340778,0.0001908144,0.0004311562,0.0003088436],"domain_scores_gemma":[0.9910057,0.0009396329,0.0005414395,0.00009084512,0.001514594,0.005907821],"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":[0.00006597994,0.0001429076,0.007283755,0.0008676958,0.000008865807,0.0007052134,0.0007064419,0.00005844272,0.0002662377,0.003890024,0.7657868,0.2202176],"study_design_scores_gemma":[0.00007435118,0.0003174861,0.02791462,0.006530885,0.00002283954,0.009890483,0.008841801,0.0003589569,0.000312227,0.01107461,0.9345316,0.0001301578],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004137409,0.02262013,0.001903546,0.9149011,0.01888091,0.0001421353,0.0003185061,0.000203339,0.03689289],"genre_scores_gemma":[0.1506123,0.1392134,0.01146873,0.5073561,0.07220273,0.0006323983,0.001337236,0.000269575,0.1169076],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04999541,"threshold_uncertainty_score":0.1672513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0207189422820501,"score_gpt":0.3519309258807493,"score_spread":0.3312119835986991,"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."}}