{"id":"W3097314995","doi":"10.1007/978-3-030-47887-2_46","title":"Surgery for End-Stage Heart Disease and Heart Transplantation","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Cardiac Structural Anomalies and Repair","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Medicine; Heart transplantation; Transplantation; Cardiology; Pressure overload; Surgery; Disease; valvular heart disease; Cardiomyopathy; Intensive care medicine; Internal medicine; Heart failure","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":[0.00004418988,0.0002044182,0.000517891,0.00005454088,0.00005199645,0.00001474148,0.00001274466,0.000116518,0.0007143748],"category_scores_gemma":[0.00001084156,0.0001496503,0.0004836448,0.000009581702,0.00005979999,0.00002767846,0.00001022905,0.000106475,0.0000138793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001604356,"about_ca_system_score_gemma":0.00008720483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001687326,"about_ca_topic_score_gemma":0.00000450675,"domain_scores_codex":[0.9992054,0.000004407656,0.0002107181,0.0003015175,0.0001532005,0.0001248151],"domain_scores_gemma":[0.9993789,0.0001422923,0.00003699855,0.000122936,0.00003799367,0.0002809409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01224656,0.00006241505,0.01343219,0.02999861,0.002167414,0.001727394,0.0004597911,0.000004343522,0.003529295,0.2884012,0.6310303,0.01694053],"study_design_scores_gemma":[0.0004999995,0.0001126584,0.02290049,0.0002509237,0.0007027379,0.0001544122,0.00001130639,0.00002481096,0.00008473813,0.001258815,0.9737034,0.0002956741],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03793642,0.01661349,0.0006362678,0.1222055,0.003900886,0.009899491,0.01019236,0.001462907,0.7971526],"genre_scores_gemma":[0.08677118,0.001463355,0.0007439898,0.009427974,0.001608139,0.00003878673,0.002507394,0.0001086839,0.8973305],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3426732,"threshold_uncertainty_score":0.7821903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02302301079855562,"score_gpt":0.2516260120680021,"score_spread":0.2286030012694465,"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."}}