{"id":"W2116752688","doi":"10.1056/nejmvcm0803851","title":"Arterial Puncture for Blood Gas Analysis","year":2011,"lang":"en","type":"article","venue":"New England Journal of Medicine","topic":"Renal function and acid-base balance","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Arterial blood; Arterial blood gas analysis; Radial artery; Blood gas analysis; Population; Artery; Anesthesia; Surgery; Cardiology","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":[0.0005645371,0.0001402415,0.000646947,0.000324206,0.00003524708,0.000005053052,0.00008417473,0.00006833581,0.00164446],"category_scores_gemma":[0.0004415003,0.00007635581,0.0002484283,0.0003201883,0.00005532993,0.00005814076,0.000005959101,0.0002157573,0.000004112037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001510887,"about_ca_system_score_gemma":0.0001155268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003222414,"about_ca_topic_score_gemma":0.00001625847,"domain_scores_codex":[0.9988359,0.00003344115,0.000500556,0.0001195439,0.0003419927,0.0001685774],"domain_scores_gemma":[0.9987721,0.0001013665,0.0003110731,0.000161684,0.0002887148,0.0003649977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.04987182,0.00140119,0.11419,0.0004011917,0.01569831,0.002553281,0.008029825,0.00006925616,0.3065193,0.001494725,0.227628,0.2721431],"study_design_scores_gemma":[0.3193718,0.01691945,0.08522278,0.0009451464,0.03076921,0.006731215,0.0005348637,0.0002715866,0.05229082,0.003447573,0.4830375,0.000458106],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9559368,0.001300862,0.02511188,0.009933754,0.002203169,0.0002701535,0.000006781981,0.00002678881,0.005209763],"genre_scores_gemma":[0.9833178,0.000196747,0.003097154,0.001639934,0.01010176,0.00000165221,0.00001669996,0.00001398303,0.001614249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2716849,"threshold_uncertainty_score":0.9992682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02894977423822586,"score_gpt":0.2662634514766063,"score_spread":0.2373136772383804,"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."}}