{"id":"W2984810534","doi":"10.1016/j.jcin.2019.10.005","title":"One Step Forward, Two Back","year":2019,"lang":"en","type":"letter","venue":"JACC: Cardiovascular Interventions","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"Canadian Institutes of Health Research; University of Toronto; Heart and Stroke Foundation of Canada","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","metaepi_broad","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003368882,0.000654396,0.002185022,0.0004232259,0.0001125698,0.000129775,0.0002873738,0.0006682249,0.002927573],"category_scores_gemma":[0.00008758591,0.0006623648,0.07269794,0.0003029796,0.00008508904,0.0001266224,0.000252704,0.001434187,0.01047565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004559676,"about_ca_system_score_gemma":0.0001803577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003583228,"about_ca_topic_score_gemma":0.000005782013,"domain_scores_codex":[0.9957851,0.0002945878,0.0007800325,0.00108312,0.001334533,0.0007226074],"domain_scores_gemma":[0.996195,0.00008165379,0.0002180075,0.002911428,0.0003979288,0.0001960405],"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":[0.00003871696,0.0003606948,0.001928809,0.00276569,0.1021919,0.0004842097,0.000009630929,0.00002232572,0.000001002471,0.00001593111,0.8828807,0.009300379],"study_design_scores_gemma":[0.005323316,0.0002458,0.01053692,0.002625777,0.04758887,0.0001421397,0.00001905401,0.000009371891,0.000007944911,0.00004470281,0.9328802,0.000575858],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00548328,0.3213032,0.0200796,0.3573244,0.02009246,0.02238669,0.009399964,0.001510072,0.2424203],"genre_scores_gemma":[0.04861551,0.004231444,0.004869176,0.581108,0.03766311,0.002573047,0.04781455,0.001842701,0.2712825],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3170718,"threshold_uncertainty_score":0.9995828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04162442110542053,"score_gpt":0.3450491573711048,"score_spread":0.3034247362656842,"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."}}