{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005801686,0.000881138,0.0007708156,0.001129779,0.000517464,0.0008046796,0.0006103468,0.001420901,0.1860397],"category_scores_gemma":[0.003236863,0.0002363915,0.0004532704,0.0004638028,0.0002631515,0.001079032,0.0008998802,0.002361658,0.1220594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002166609,"about_ca_system_score_gemma":0.0005665246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000977356,"about_ca_topic_score_gemma":0.001828672,"domain_scores_codex":[0.9995353,0.00007353715,0.00003840758,0.00004076314,0.0002580968,0.00005392859],"domain_scores_gemma":[0.9988181,0.000356157,0.00009399182,0.0001248499,0.0003313014,0.0002756583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003020033,0.000145675,0.0008612712,0.0004342366,0.00001611224,0.005594236,0.00006901308,0.0001119826,0.009096693,0.0008619388,0.7175269,0.2649799],"study_design_scores_gemma":[0.0001114524,0.0003334826,0.005960363,0.0005696361,0.00001315961,0.02474222,0.0001034428,0.0006405602,0.002479329,0.001726641,0.963258,0.0000616936],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01443534,0.04623839,0.1156306,0.0360082,0.03682584,0.0034099,0.007807908,0.01779544,0.7218484],"genre_scores_gemma":[0.07994464,0.05333657,0.1856756,0.0406605,0.03020378,0.001944444,0.007499039,0.005399542,0.595336],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1860397,"threshold_uncertainty_score":0.6223648,"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."}}