{"id":"W4281550793","doi":"10.1080/00365513.2022.2079096","title":"Diagnostic accuracy of reference change values","year":2022,"lang":"en","type":"letter","venue":"Scandinavian Journal of Clinical and Laboratory Investigation","topic":"Scientific Measurement and Uncertainty Evaluation","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Saskatchewan Health; Saskatchewan Health Authority","funders":"","keywords":"Reference values; Statistics; Mathematics; Medicine; 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":[0.05564346,0.0004421685,0.001348452,0.001812149,0.001295506,0.002580277,0.001975107,0.01060188,0.00186911],"category_scores_gemma":[0.2505386,0.0004103755,0.001010747,0.001471968,0.003535602,0.001436936,0.001292786,0.01082178,0.002597021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003345787,"about_ca_system_score_gemma":0.004153129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00491168,"about_ca_topic_score_gemma":0.004553376,"domain_scores_codex":[0.9359679,0.03821983,0.007153037,0.002699629,0.01452683,0.001432842],"domain_scores_gemma":[0.7958115,0.1487102,0.009489745,0.005102415,0.03903403,0.001851987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007026074,0.00004991281,0.01783497,0.0005530883,0.0001230533,0.003187742,0.0005871488,0.0004082075,0.0007684409,0.02054964,0.7598597,0.1953755],"study_design_scores_gemma":[0.0007429387,0.0006179897,0.02873448,0.005380573,0.0005506475,0.02813937,0.0009869578,0.007351422,0.006318581,0.08134059,0.8395761,0.0002602914],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00528346,0.01891669,0.005122148,0.9318315,0.0200769,0.00008200255,0.0004144293,0.0001497763,0.01812304],"genre_scores_gemma":[0.1468993,0.007084995,0.01084804,0.7819202,0.04696136,0.0002518442,0.0004253371,0.00007197438,0.005536982],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05564346,"threshold_uncertainty_score":0.2942742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5453863793711786,"score_gpt":0.4832050659993782,"score_spread":0.06218131337180038,"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."}}