{"id":"W4212824682","doi":"10.1111/jocs.16325","title":"Valve deterioration: A victim of construct over time?","year":2022,"lang":"en","type":"article","venue":"Journal of Cardiac Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta","funders":"","keywords":"Medicine; Heart failure; Heart valve; Aortic valve replacement; Aortic valve; Incidence (geometry); Heart valve replacement; Cardiology; Internal medicine; Surgery; Valve replacement; Stenosis","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005068631,0.0001066425,0.0007812257,0.0002230956,0.00006068109,0.00001024219,0.00003584466,0.00002730157,0.0009293594],"category_scores_gemma":[0.00009654923,0.00009287654,0.004486006,0.0002207961,0.00004050467,0.0000911512,0.00004171966,0.0001422377,0.000006806862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001286325,"about_ca_system_score_gemma":0.0004690986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000523936,"about_ca_topic_score_gemma":1.497457e-8,"domain_scores_codex":[0.9984751,0.00015562,0.000511932,0.00009236104,0.0006313249,0.000133705],"domain_scores_gemma":[0.9987006,0.0002787417,0.0004677796,0.0001786802,0.0002256159,0.0001486502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007646027,0.000205506,0.9557571,0.00004543699,0.003969951,0.0001521821,0.00009735667,0.00001937897,0.002519656,0.000007382671,0.02633485,0.01012654],"study_design_scores_gemma":[0.0007739852,0.0002928252,0.9823681,0.00007539987,0.002464446,0.0006294979,0.0002360728,0.00000647295,0.0007856449,0.00005131585,0.01218925,0.0001269924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929894,0.004179392,0.000002832188,0.00007730864,0.001231855,0.0001126713,0.0001249132,0.000007028668,0.001274569],"genre_scores_gemma":[0.9992087,0.000176755,0.0000622599,0.0001254894,0.0003071944,0.000006222982,0.0000213148,0.00001733627,0.00007465503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02661094,"threshold_uncertainty_score":0.9999839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01058067664028974,"score_gpt":0.2935327592535298,"score_spread":0.2829520826132401,"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."}}