{"id":"W2593162419","doi":"10.1373/jalm.2016.021725","title":"Instrument Error Codes and Diagnostic Serendipity","year":2017,"lang":"en","type":"article","venue":"The Journal of Applied Laboratory Medicine","topic":"Renal function and acid-base balance","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Saskatchewan Health Authority","funders":"","keywords":"Medicine; Anemia; Complete blood count; Computer science; Algorithm; Internal medicine","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":[0.001140451,0.00013612,0.0004097213,0.00006672268,0.0002814848,0.0000171713,0.0001857855,0.00004945656,0.0001558145],"category_scores_gemma":[0.0007448199,0.00006866713,0.00002677998,0.00007268824,0.0004807598,0.00007843936,0.00004200071,0.0003648469,0.0000113234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003634848,"about_ca_system_score_gemma":0.0001261381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001286414,"about_ca_topic_score_gemma":0.000007262007,"domain_scores_codex":[0.9989671,0.00003764634,0.0003651459,0.00009009583,0.0003962785,0.0001437602],"domain_scores_gemma":[0.9983192,0.0002926432,0.0005597309,0.0003947875,0.0002145251,0.0002191275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01244342,0.0007412336,0.1097107,0.000923227,0.001429311,0.000820223,0.005622259,0.0000681317,0.6683382,0.0121992,0.1331165,0.05458764],"study_design_scores_gemma":[0.01615546,0.002632316,0.7762835,0.001856019,0.001613021,0.0008100332,0.003653599,0.00009547276,0.08210483,0.001557707,0.1128743,0.000363704],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831358,0.001035954,0.00007814444,0.01085545,0.0004332529,0.0001816312,0.000006111339,0.00001178192,0.004261829],"genre_scores_gemma":[0.9956996,0.001069571,0.0001161319,0.00222905,0.0007785701,0.000002513008,0.000001605849,0.00001174848,0.00009122792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6665728,"threshold_uncertainty_score":0.2800165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02109566960124401,"score_gpt":0.2861054864084922,"score_spread":0.2650098168072482,"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."}}