{"id":"W2065275584","doi":"10.1097/00000542-200508000-00029","title":"A Lesson Learned","year":2005,"lang":"en","type":"letter","venue":"Anesthesiology","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002607479,0.0004584889,0.002053837,0.0002299723,0.00006348778,0.00001662064,0.0002015432,0.002174432,0.001051746],"category_scores_gemma":[0.0001746504,0.0003485012,0.001004925,0.0001324624,0.0002142696,0.00002957198,0.0000347997,0.001931346,0.001918454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007940184,"about_ca_system_score_gemma":0.0001663909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005114102,"about_ca_topic_score_gemma":0.000002060278,"domain_scores_codex":[0.9975768,0.0003181104,0.0004327153,0.0006465917,0.0003376655,0.0006881478],"domain_scores_gemma":[0.9979724,0.0009484499,0.0001477768,0.0007290372,0.00007612934,0.0001262575],"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":[0.0001535723,0.00004260943,0.01218043,0.0001338667,0.0001765411,0.02030936,0.00007912685,6.968686e-7,0.00002475137,0.000270903,0.9544464,0.01218176],"study_design_scores_gemma":[0.0006705879,0.0003540224,0.02619929,0.00005847872,0.0003119506,0.005434172,0.0000099574,0.000002327449,0.00002231838,0.00004699799,0.9665455,0.0003444533],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02595139,0.00178551,0.000002357344,0.9394432,0.000223277,0.0004289917,0.000003031366,0.0002236835,0.03193854],"genre_scores_gemma":[0.003140136,0.0005572624,0.000242145,0.9099387,0.007453563,0.00004982746,0.0003827421,0.0001019426,0.07813369],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04619515,"threshold_uncertainty_score":0.9998967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03741838840572848,"score_gpt":0.2985724864189216,"score_spread":0.2611540980131932,"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."}}