{"id":"W3043341421","doi":"10.7754/clin.lab.2020.191255","title":"Interchangeability of Electrolyte and Metabolite Testing on Blood Gas and Core Laboratory Analyzers","year":2020,"lang":"en","type":"article","venue":"Clinical Laboratory","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon Health Network; Dalhousie University; Saint John Regional Hospital; Dr. Everett Chalmers Regional Hospital","funders":"","keywords":"Interchangeability; Chemistry; Chromatography; Computer science","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":[0.01923213,0.001141551,0.0009212703,0.002140105,0.0003666888,0.001603544,0.002024768,0.0009552899,0.002268204],"category_scores_gemma":[0.05051152,0.0005033209,0.0007593579,0.001684663,0.001200138,0.001283097,0.001817714,0.001152544,0.001594867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000956626,"about_ca_system_score_gemma":0.0008436245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009061745,"about_ca_topic_score_gemma":0.0008964933,"domain_scores_codex":[0.9642588,0.01719807,0.00348308,0.004046195,0.01009652,0.0009173648],"domain_scores_gemma":[0.9560992,0.01778417,0.006974281,0.01096003,0.00696121,0.001221066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01264761,0.0005681707,0.6534354,0.0006313144,0.0006753723,0.001624711,0.0007552659,0.001147739,0.09655616,0.001312079,0.005022637,0.2256235],"study_design_scores_gemma":[0.0004870134,0.006767473,0.7893427,0.0003936483,0.0008482752,0.01245669,0.0004877369,0.009377914,0.1596242,0.003137031,0.01694305,0.0001343532],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8383535,0.004230215,0.1314863,0.001421983,0.001422083,0.001173678,0.003153801,0.002485064,0.01627349],"genre_scores_gemma":[0.9362039,0.0005966162,0.05644093,0.00132114,0.0006669331,0.0004305305,0.002799378,0.0003210955,0.001219482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01923213,"threshold_uncertainty_score":0.1017105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1922348876384803,"score_gpt":0.4104779721406966,"score_spread":0.2182430845022163,"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."}}