{"id":"W70623546","doi":"","title":"Prevalence, referral patterns, testing, and surgery in aortic valve disease: leaving women and elderly patients behind?","year":2007,"lang":"en","type":"article","venue":"PubMed","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":106,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Referral; Aortic valve replacement; Aortic valve; Population; Disease; Internal medicine; Pediatrics; Surgery; Stenosis; Family 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":[0.000818814,0.0001288872,0.0002876028,0.0008371698,0.0002933158,0.0007064527,0.0004369581,0.0006067074,0.0008639169],"category_scores_gemma":[0.005448435,0.0001759114,0.0002548348,0.001438252,0.0003636069,0.0008481951,0.0004045696,0.0003358475,0.0001682252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004111988,"about_ca_system_score_gemma":0.0004868738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0122399,"about_ca_topic_score_gemma":0.0135193,"domain_scores_codex":[0.9993094,0.000182621,0.0001162254,0.0001332978,0.000149667,0.0001087895],"domain_scores_gemma":[0.9969614,0.0005851336,0.001625559,0.00007984,0.0003248734,0.0004230348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009823748,0.000007296165,0.9988654,0.000005963777,0.000005282736,0.00002798832,0.0000844325,0.000007023669,0.0000163495,0.000008070336,0.00007717167,0.0008852726],"study_design_scores_gemma":[0.000001519589,0.00002260902,0.9989993,0.00001703154,0.000007793464,0.0002496166,0.0004943961,0.00006523023,0.00001052691,0.00002317181,0.0001068933,0.000001913263],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99665,0.001575454,0.00007405633,0.0007146462,0.00001047618,0.0000053903,0.0004203262,0.000004368734,0.0005453363],"genre_scores_gemma":[0.9989691,0.0005356647,0.00006798694,0.0001355175,0.00002595108,0.000005323936,0.0002202307,0.000001089128,0.00003913526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0122399,"threshold_uncertainty_score":0.02433729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02373342723562119,"score_gpt":0.2774831698995993,"score_spread":0.2537497426639781,"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."}}