{"id":"W4398155112","doi":"10.1016/j.jacadv.2024.100992","title":"Breaking Under Pressure","year":2024,"lang":"en","type":"editorial","venue":"JACC Advances","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Materials science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00021052,0.0003441982,0.001156021,0.0001170388,0.00005776193,0.00007580966,0.0001336523,0.0006498965,0.0002307718],"category_scores_gemma":[0.000453852,0.0002455861,0.0006702308,0.0001666905,0.00007451234,0.0001150792,0.0000615281,0.0008853133,0.0002831679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005588625,"about_ca_system_score_gemma":0.0002292162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001827813,"about_ca_topic_score_gemma":0.00000767623,"domain_scores_codex":[0.9978811,0.00004567593,0.000307221,0.0005199467,0.0009285923,0.000317518],"domain_scores_gemma":[0.9978417,0.001438523,0.000093963,0.000369263,0.0001195488,0.0001369606],"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":[0.0001208785,0.0000244048,0.00008535631,0.0009809685,0.0003275483,0.0003416144,0.00007325828,0.00001059929,0.00000461446,0.000657882,0.9897602,0.007612641],"study_design_scores_gemma":[0.0004230221,0.00006554439,0.00009652796,0.0006180226,0.000809492,0.0000407356,0.00005247472,0.000006839415,0.000009345536,0.0003689969,0.997237,0.0002720373],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001764551,0.06965934,0.00003363849,0.001288938,0.8623816,0.0002828509,0.00006735333,0.0002378651,0.06603076],"genre_scores_gemma":[0.0001998628,0.004404807,0.000200428,0.0002146411,0.8417994,0.0000319989,0.0002140242,0.00008312867,0.1528517],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.08682097,"threshold_uncertainty_score":0.9999996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007004077086330576,"score_gpt":0.3118175493780476,"score_spread":0.304813472291717,"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."}}