{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003222931,0.0001559945,0.0002606045,0.0001589004,0.00004685433,0.00003085875,0.00002528428,0.00004324994,0.00000932608],"category_scores_gemma":[0.0004769205,0.0001398984,0.0001471264,0.0001032489,0.0000405434,0.0001112566,0.00004557928,0.0000891668,0.000001423134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001338808,"about_ca_system_score_gemma":0.00002984873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008665388,"about_ca_topic_score_gemma":0.000005760392,"domain_scores_codex":[0.9986036,0.00002891809,0.0002612896,0.0003232572,0.0002441125,0.0005387774],"domain_scores_gemma":[0.9989103,0.0002159176,0.00007301569,0.0001706264,0.00004770404,0.0005824516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001485492,0.0002035896,0.7937078,0.000269268,0.00008777139,0.00003127457,0.0001039215,7.773618e-8,3.364074e-7,5.382793e-7,0.00003505592,0.2054118],"study_design_scores_gemma":[0.00126887,0.00004931854,0.9981061,0.0001209271,0.0002048981,0.000002678543,0.00004086147,0.000003309456,0.000002120805,0.0000461677,0.00002517255,0.0001296131],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974697,0.00136997,0.000001172868,0.00003413518,0.00009257266,0.0007795814,0.00003587989,0.00003528298,0.0001816595],"genre_scores_gemma":[0.9989192,0.0001636693,0.00001107544,0.0001570688,0.00006530374,0.0004310321,0.00002801129,0.00002166682,0.0002029626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2052822,"threshold_uncertainty_score":0.5704889,"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."}}