{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004906795,0.00007692451,0.0002223011,0.00002474806,0.00002520155,0.00002378994,0.00001236317,0.00003780744,0.0007224124],"category_scores_gemma":[0.00001953732,0.00006285351,0.00044019,0.00004217263,0.000024554,0.00003784109,0.0000219784,0.00005231096,0.0007028682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001784603,"about_ca_system_score_gemma":0.00002802898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003108284,"about_ca_topic_score_gemma":0.000001436186,"domain_scores_codex":[0.9994919,0.0000156258,0.00006231147,0.0001736266,0.0001271826,0.0001293621],"domain_scores_gemma":[0.999573,0.00003011257,0.00001615855,0.0002091911,0.0000295191,0.0001420031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005876158,0.00006078463,0.9209464,0.00003462891,0.0001627241,0.000007767257,0.00002487967,2.257608e-8,0.00005457487,0.00008405122,0.07786394,0.0007015],"study_design_scores_gemma":[0.001148274,0.0001457784,0.8102501,0.0000400458,0.000186019,0.0000155531,0.00004557192,0.000002716595,0.00003267851,0.00004011731,0.1880389,0.00005419978],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9736139,0.0009577153,0.000001104955,0.002505694,0.0002703983,0.0002878854,0.00002142032,0.00002620866,0.02231565],"genre_scores_gemma":[0.9853681,0.0001274605,0.0000647611,0.002189055,0.0002933113,0.000005726978,0.00002503839,0.00001441035,0.01191215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1106962,"threshold_uncertainty_score":0.9034182,"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."}}