{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004202741,0.0004238616,0.0003914415,0.003042221,0.0007127632,0.0008661126,0.0006125147,0.0006934121,0.004401076],"category_scores_gemma":[0.02676735,0.0001897599,0.000188165,0.001405748,0.0007001718,0.0006405578,0.0007826239,0.0009435361,0.00120475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004925019,"about_ca_system_score_gemma":0.0005099747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001068556,"about_ca_topic_score_gemma":0.0004066103,"domain_scores_codex":[0.9950126,0.001258343,0.001069676,0.0006318866,0.001559364,0.000468211],"domain_scores_gemma":[0.9801717,0.008353451,0.005993394,0.002006856,0.002803088,0.0006715952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001613089,0.0001686359,0.8996164,0.0001645999,0.00003321905,0.01675976,0.000870108,0.0003154027,0.003004975,0.00198602,0.01104325,0.06442465],"study_design_scores_gemma":[0.0001204701,0.001914137,0.5818315,0.00106269,0.0002593922,0.2949316,0.002509478,0.008027004,0.03670346,0.004574687,0.06789164,0.0001738826],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.962317,0.004625286,0.01234471,0.002502351,0.0009666639,0.0002548467,0.001975642,0.0005428814,0.01447058],"genre_scores_gemma":[0.9901288,0.0005991387,0.006733918,0.0004928168,0.0001765213,0.00005827948,0.0006907056,0.00005900949,0.001060712],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.004401076,"threshold_uncertainty_score":0.02222645,"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."}}