{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004032427,0.0001024308,0.0001757812,0.0001200825,0.0003088121,0.0001324017,0.0001195731,0.00005076309,0.01416371],"category_scores_gemma":[0.0008415478,0.00008769101,0.00004761573,0.0002012526,0.0005866445,0.0004219228,0.00003499098,0.0001566375,0.0001089435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000174914,"about_ca_system_score_gemma":0.00005573626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003899632,"about_ca_topic_score_gemma":0.001164706,"domain_scores_codex":[0.9984774,0.0001119544,0.0004482326,0.0002323671,0.0003681569,0.00036187],"domain_scores_gemma":[0.9978874,0.0001603267,0.0000416281,0.0002375564,0.001480192,0.0001928565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006031177,0.002361557,0.001912474,0.00007753148,0.0001450451,0.00007700038,0.0166558,0.0000231748,0.02632841,0.8853222,0.06130369,0.005190028],"study_design_scores_gemma":[0.01157503,0.00529685,0.01556156,0.0008538517,0.0005606839,0.00004991203,0.009236333,0.01173997,0.05792787,0.007783506,0.8778782,0.001536179],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.96365,0.00001182819,0.0002657653,0.00191502,0.0002189731,0.0002840729,0.00002808896,0.00005647048,0.03356976],"genre_scores_gemma":[0.9935879,0.000007166935,0.0007959323,0.001110794,0.0003752752,0.00002786154,0.00003121151,0.00001151977,0.004052393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8775387,"threshold_uncertainty_score":0.9867375,"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."}}