{"id":"W7099514824","doi":"","title":"Research article Use of a rapid arterial blood gas analyzer to estimate blood hemoglobin concentration among critically ill adults","year":2001,"lang":"en","type":"article","venue":"","topic":"Medical History and Innovations","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Critically ill; Spectrum analyzer; Coulter counter; Hemoglobin; Arterial blood; Intensive care unit; Intensive care; Blood gas analysis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001077824,0.0002511475,0.0002102412,0.0005508027,0.0003418929,0.0004412336,0.0003025869,0.000322518,0.001012019],"category_scores_gemma":[0.007620688,0.0001220784,0.0001274072,0.0003639623,0.0003733035,0.0003927069,0.0002053894,0.0003545313,0.000178481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000582624,"about_ca_system_score_gemma":0.0009528102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01364611,"about_ca_topic_score_gemma":0.01327028,"domain_scores_codex":[0.9988422,0.0002831452,0.0001221493,0.0001675878,0.0004910667,0.0000939182],"domain_scores_gemma":[0.9962007,0.001117316,0.001251796,0.0001629896,0.0009461446,0.0003210627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003317383,0.0000992721,0.989702,0.00002961984,0.00001897469,0.00012685,0.0001139506,0.00005371164,0.001401157,0.00001840462,0.0002276126,0.00787672],"study_design_scores_gemma":[0.00004612955,0.00169737,0.993932,0.00002425827,0.00003008115,0.001305318,0.0002835972,0.0006064983,0.001514259,0.00002219963,0.0005292463,0.000008967081],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983747,0.000336829,0.000432935,0.00006122832,0.00001357241,0.00004903514,0.0001335214,0.000008959033,0.0005890795],"genre_scores_gemma":[0.998428,0.0001320515,0.001019538,0.00008237866,0.00002111603,0.00002389281,0.0001478683,0.000002094023,0.0001432405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01364611,"threshold_uncertainty_score":0.02713335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06185756668459018,"score_gpt":0.3096568135232486,"score_spread":0.2477992468386584,"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."}}