{"id":"W4294653440","doi":"10.1016/j.clinbiochem.2022.08.013","title":"A review of temperature-related challenges and solutions for the Abbott i-STAT and Siemens Healthineers epoc devices","year":2022,"lang":"en","type":"review","venue":"Clinical Biochemistry","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Alberta Hospital Edmonton","funders":"","keywords":"Siemens; Point-of-care testing; Test (biology); Medical emergency; Computer science; stat; Emergency medical services; Medicine; Operations research; Engineering; Electrical engineering; Pathology; Chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.001794412,0.0002321503,0.001483156,0.00002560148,0.0001526025,0.000007374919,0.0000948442,0.0003710201,0.00002330151],"category_scores_gemma":[0.001976181,0.0001416644,0.0006390511,0.0001267695,0.0002992231,0.00001329019,0.0001200952,0.0006724462,7.96859e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003368841,"about_ca_system_score_gemma":0.0003949364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001894291,"about_ca_topic_score_gemma":0.000001015465,"domain_scores_codex":[0.9980694,0.0001292549,0.001020201,0.0004223108,0.0001596027,0.0001992006],"domain_scores_gemma":[0.9961228,0.002773741,0.0004712706,0.0003900929,0.00008546712,0.0001566759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001742407,0.00006094421,0.000004275706,0.396269,0.0005514006,0.000003090852,0.00003201145,2.129665e-8,0.000003743341,0.00004557418,0.005495673,0.5975168],"study_design_scores_gemma":[0.0003894208,0.00008172998,0.00004018564,0.06093548,0.002971106,0.00003567799,0.0001254212,0.000002168292,9.65587e-7,0.00001981495,0.9352626,0.0001354206],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003149526,0.9949861,5.941508e-7,0.002824713,0.0004984672,0.001259965,0.0001329085,0.00001915524,0.0002466654],"genre_scores_gemma":[0.0000344522,0.9982913,0.00006467687,0.0006276806,0.0002731229,0.0001982918,0.0004025098,0.0000255655,0.00008235776],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.929767,"threshold_uncertainty_score":0.5776906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1327874794013914,"score_gpt":0.436907309958787,"score_spread":0.3041198305573956,"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."}}