{"id":"W2901327246","doi":"10.1136/heartjnl-2018-313056","title":"Contemporaneous management of valvular heart disease and aortopathy in aircrew","year":2018,"lang":"en","type":"review","venue":"Heart","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Armed Forces","funders":"","keywords":"Aircrew; Medicine; Cardiology; Population; valvular heart disease; Regurgitation (circulation); Context (archaeology); Internal medicine; Aeronautics","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":[0.0001305389,0.0002915958,0.001576362,0.0001473003,0.00002324837,0.00000996492,0.00003858998,0.00009209972,0.00005694442],"category_scores_gemma":[0.00001383568,0.0002350567,0.001266278,0.0001617541,0.00007776531,0.00002104256,0.00007103002,0.0001052703,0.00009130932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000675059,"about_ca_system_score_gemma":0.0001394118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000445409,"about_ca_topic_score_gemma":6.446161e-7,"domain_scores_codex":[0.9985808,0.00008136419,0.0004485163,0.0004158577,0.000253141,0.0002203663],"domain_scores_gemma":[0.9990173,0.00003365389,0.00008613201,0.0005081798,0.00003994008,0.0003147682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008404594,0.003018817,0.1049118,0.4029472,0.007281714,0.006457821,0.0001015384,2.01798e-7,3.890039e-7,0.000365725,0.0302976,0.4437767],"study_design_scores_gemma":[0.0009634639,0.000166135,0.0270244,0.02793544,0.006063404,0.00007896568,0.0000122702,6.300664e-7,9.417703e-8,0.00003065399,0.9375352,0.0001892922],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002270355,0.994974,4.329102e-7,0.00006180131,0.0001207892,0.001655095,0.0001261834,0.00002167413,0.0007696523],"genre_scores_gemma":[0.003198646,0.9954554,0.00008266191,0.000164298,0.00009163695,0.0001343811,0.000199623,0.00004713572,0.0006262041],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9072376,"threshold_uncertainty_score":0.9585333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03743229069845611,"score_gpt":0.3959479633998033,"score_spread":0.3585156727013472,"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."}}