{"id":"W2756784111","doi":"10.7243/2052-4358-5-2","title":"Prosthetic Aortic Heart Valves","year":2017,"lang":"en","type":"article","venue":"Cardiovascular System","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Aortic valve; Cardiac valve; Cardiology; Medicine; Anatomy; Heart valve; Internal medicine; Human heart","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":[0.0002676548,0.0001820363,0.0007031318,0.00004546585,0.0003504283,0.000104479,0.0001161347,0.00007158835,0.000007623623],"category_scores_gemma":[0.00006699783,0.0001461671,0.005893638,0.00003624397,0.00007203394,0.0000790296,0.00006829285,0.00007247329,0.0004307384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001287606,"about_ca_system_score_gemma":0.00009084665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007904646,"about_ca_topic_score_gemma":1.916817e-7,"domain_scores_codex":[0.9986212,0.00006296427,0.0001878792,0.0003663174,0.000489043,0.0002725605],"domain_scores_gemma":[0.9972584,0.0000080947,0.00006252096,0.002309652,0.0001147589,0.0002465984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001189062,0.0002021527,0.9466944,0.002174133,0.02685054,0.0007587963,0.0001149646,0.00004106067,0.0001145076,0.0007744241,0.001164173,0.02099198],"study_design_scores_gemma":[0.002387289,0.00007894192,0.9807483,0.0004595754,0.005673342,0.0004493435,0.0001386639,0.00007366771,0.0002714283,0.000009745922,0.00951829,0.000191436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9507729,0.02050321,0.0001693415,0.0001478232,0.001052429,0.00137108,0.00002311204,0.0002413923,0.02571871],"genre_scores_gemma":[0.9988675,0.00003497495,0.00007713668,0.00003487501,0.0003439446,0.0001173985,0.00001398037,0.00003985194,0.0004703668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04809457,"threshold_uncertainty_score":0.5960523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01697375352647098,"score_gpt":0.3132366318220313,"score_spread":0.2962628782955604,"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."}}