{"id":"W2981203448","doi":"10.34297/ajbsr.2019.05.000883","title":"The Future of Diagnostic Laboratory Testing in Healthcare","year":2019,"lang":"en","type":"article","venue":"American Journal of Biomedical Science & Research","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Royal University Hospital; Saskatchewan Health Authority","funders":"","keywords":"Overdiagnosis; Health care; Deliberation; Risk analysis (engineering); Test (biology); Diagnostic test; Constructive; Medicine; 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":[0.03573707,0.0008596923,0.001005439,0.002383602,0.002386853,0.009285833,0.00232605,0.01141138,0.01380756],"category_scores_gemma":[0.04223396,0.000428717,0.000865061,0.001779737,0.01397241,0.01590222,0.003854065,0.01106506,0.002865604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008068637,"about_ca_system_score_gemma":0.01605042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004729197,"about_ca_topic_score_gemma":0.004100508,"domain_scores_codex":[0.9818736,0.01048355,0.0009397782,0.001007405,0.00469746,0.0009980964],"domain_scores_gemma":[0.9427559,0.03456203,0.002906478,0.002659058,0.009430884,0.007685571],"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":[0.0002380776,0.0002130604,0.003347523,0.00190456,0.00005627203,0.0003471148,0.001147075,0.001328183,0.0006326898,0.3447109,0.1478546,0.4982199],"study_design_scores_gemma":[0.00005657595,0.000218295,0.00248965,0.005963744,0.00004601619,0.0008131261,0.001881054,0.001513269,0.0003296821,0.2945105,0.6920722,0.0001059573],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001599999,0.3040136,0.008684381,0.6501868,0.007846661,0.00002859453,0.00008929509,0.0001570285,0.02739358],"genre_scores_gemma":[0.1709903,0.6239921,0.02716281,0.1360572,0.03233462,0.0001874723,0.0001900967,0.0001226279,0.008962652],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03573707,"threshold_uncertainty_score":0.1889979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06116473462965167,"score_gpt":0.4755065399592159,"score_spread":0.4143418053295643,"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."}}