{"id":"W3110678891","doi":"10.1093/jalm/jfaa200","title":"Point-of-Care Testing: The Good, the Bad, and the Laboratory Oversight","year":2020,"lang":"en","type":"article","venue":"The Journal of Applied Laboratory Medicine","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Canadian Electricity Association; University of Ottawa","funders":"","keywords":"Turnaround time; Point-of-care testing; Test (biology); Point of care; Medicine; Patient care; Laboratory test; Medical physics; Medical emergency; Medical laboratory; Operations management; Engineering; Pathology; Nursing; Biology","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":[0.1057189,0.001187314,0.001592453,0.002436737,0.003553539,0.01757444,0.003523964,0.006446554,0.00463298],"category_scores_gemma":[0.1520338,0.0008250991,0.0006701101,0.002064629,0.02062965,0.01063721,0.006715374,0.01261808,0.002867806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008549992,"about_ca_system_score_gemma":0.01834367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009082583,"about_ca_topic_score_gemma":0.006113995,"domain_scores_codex":[0.8792646,0.04836935,0.007458609,0.007901197,0.05432657,0.002679644],"domain_scores_gemma":[0.7478182,0.1168377,0.02005099,0.01614619,0.07316094,0.02598592],"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":[0.0005949916,0.0002463901,0.02568167,0.002065134,0.0002634632,0.0003338278,0.002231126,0.001461271,0.002107888,0.07387958,0.2927506,0.598384],"study_design_scores_gemma":[0.0002873358,0.001095069,0.01995466,0.007230918,0.0002387775,0.002430967,0.003580136,0.005086466,0.003298951,0.1993523,0.7570426,0.0004017945],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008569569,0.05687804,0.06492606,0.826728,0.01761291,0.000166755,0.0002833204,0.001070062,0.02376519],"genre_scores_gemma":[0.3799591,0.06126235,0.0862701,0.4268595,0.03184569,0.0003441112,0.0005418112,0.0008052103,0.01211207],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1057189,"threshold_uncertainty_score":0.5591017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04074207653550087,"score_gpt":0.3078321827734166,"score_spread":0.2670901062379157,"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."}}