{"id":"W2786429469","doi":"10.4244/eijv13i15a283","title":"Standardising definitions for bioprosthetic structural valve deterioration and failure: the European avant-garde","year":2018,"lang":"en","type":"article","venue":"EuroIntervention","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Avant garde; Art history","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":[0.0001828578,0.00009599569,0.0001043777,0.00003892469,0.0002537658,0.00008175904,0.00002632835,0.00001426566,0.00005004845],"category_scores_gemma":[0.0000519735,0.00006643705,0.0006050982,0.00002201753,0.00009199918,0.00006954221,0.0000276788,0.00003983813,0.00003418743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002945593,"about_ca_system_score_gemma":0.00001071842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005684174,"about_ca_topic_score_gemma":0.0000220638,"domain_scores_codex":[0.9993483,0.00008594452,0.0001649579,0.0001753688,0.0001032319,0.0001222173],"domain_scores_gemma":[0.9995785,0.00001738391,0.00007009795,0.0001614597,0.0001172763,0.00005533553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003866579,0.0009692094,0.5397638,0.001685078,0.005930098,0.0001088166,0.01031561,0.000007909663,0.05295128,0.006069534,0.02003601,0.3582961],"study_design_scores_gemma":[0.001944189,0.0009098695,0.9916794,0.0002168143,0.0008376441,0.0001046437,0.0001681585,0.0001168696,0.0004484588,0.001722803,0.001750045,0.0001011295],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933994,0.0002743743,0.003630491,0.0004635141,0.0002621294,0.0005377342,0.0001349454,0.00004965407,0.001247743],"genre_scores_gemma":[0.9989147,0.00001034558,0.0004658815,0.00006844907,0.000203637,0.000005483024,0.0001449716,0.00002245595,0.0001641301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4519156,"threshold_uncertainty_score":0.2709224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03319152659792801,"score_gpt":0.3391215329465602,"score_spread":0.3059300063486322,"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."}}