{"id":"W4250192168","doi":"10.1016/j.athoracsur.2010.07.031","title":"Invited Commentary","year":2010,"lang":"en","type":"letter","venue":"The Annals of Thoracic Surgery","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; General surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007302177,0.001766186,0.002804669,0.001527786,0.009547316,0.01072928,0.00422731,0.1370637,0.02344413],"category_scores_gemma":[0.06243,0.001487395,0.00281955,0.001110527,0.004145588,0.004844508,0.004485779,0.07428247,0.01918821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01084733,"about_ca_system_score_gemma":0.01337459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01549636,"about_ca_topic_score_gemma":0.02409184,"domain_scores_codex":[0.9897639,0.002237261,0.0007796231,0.001497749,0.003411744,0.002309646],"domain_scores_gemma":[0.9798226,0.009819801,0.001491404,0.0005640322,0.004393184,0.00390906],"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":[0.0000147927,0.000005226282,0.0000857241,0.00002660161,0.000007045499,0.0003587252,0.00007238153,0.00001348049,0.00002666191,0.000695879,0.9972929,0.001400557],"study_design_scores_gemma":[0.0000782774,0.00002563802,0.0004959481,0.0003890902,0.00004477256,0.0006797668,0.0004096935,0.0001251605,0.0001158133,0.0031985,0.9943836,0.00005379527],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001366932,0.001118982,0.00003913894,0.9272822,0.06634259,0.00001560943,0.00004886815,0.00002246131,0.004993556],"genre_scores_gemma":[0.0009191976,0.0003909825,0.00003492264,0.9600759,0.02702005,0.00002948676,0.00001845933,0.00001810254,0.01149299],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1370637,"threshold_uncertainty_score":0.07870328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1023721365415566,"score_gpt":0.3267092036688611,"score_spread":0.2243370671273044,"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."}}