{"id":"W4388850723","doi":"10.1093/ehjacc/zuad136","title":"Editors' perspective","year":2023,"lang":"en","type":"article","venue":"European Heart Journal Acute Cardiovascular Care","topic":"Cardiac Structural Anomalies and Repair","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian VIGOUR Centre; University of Alberta","funders":"","keywords":"Perspective (graphical); Engineering ethics; Psychology; Computer science; Engineering; Artificial intelligence","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":[0.0005576698,0.0002416796,0.000612792,0.0002152393,0.0003829208,0.00009725201,0.0001251215,0.00006075503,0.00006725682],"category_scores_gemma":[0.0001004695,0.00017662,0.0037549,0.0005191784,0.00008351292,0.0001085458,0.0001520846,0.0005980768,0.0008271477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002439496,"about_ca_system_score_gemma":0.0000896803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009506988,"about_ca_topic_score_gemma":1.441784e-7,"domain_scores_codex":[0.9977896,0.0003057298,0.0002755193,0.0003656666,0.0008123252,0.000451119],"domain_scores_gemma":[0.9982941,0.00002349313,0.00004578903,0.0005289695,0.000713927,0.0003936794],"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":[0.0003088528,0.00003696326,0.009686105,0.0002457172,0.02391266,0.04875489,0.009751414,0.0009151261,0.003592783,0.0001121911,0.8670622,0.03562116],"study_design_scores_gemma":[0.001129424,0.0002096561,0.1129614,0.00009660137,0.0009432807,0.01750613,0.007564778,0.000006251441,0.0003361731,0.00001749449,0.8589865,0.0002423336],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8361278,0.0415758,0.0001114784,0.005005924,0.01911422,0.0008662691,0.00009070678,0.001194885,0.09591297],"genre_scores_gemma":[0.9508831,0.002365777,0.0004897069,0.0007900246,0.04298319,0.000004855627,0.00006011627,0.0001571945,0.002266067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1147553,"threshold_uncertainty_score":0.9999508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01787323474289224,"score_gpt":0.2780634355125873,"score_spread":0.260190200769695,"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."}}