{"id":"W4410852192","doi":"10.63838/001c.136843","title":"Recommendations and Considerations for Central Laboratory and Point of Care Testing Performed by Medical Laboratory Assistants","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Medical Specialties","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Dalhousie University; Newfoundland and Labrador Centre for Applied Health Research; Nova Scotia Health Authority; Memorial University of Newfoundland; CFN Precision; Manitoba Health; University of British Columbia; University of Alberta; University of Manitoba; Interior Health; University of Toronto","funders":"","keywords":"Point-of-care testing; Medical laboratory; Point of care; Medical physics; Medicine; Medical education; Nursing; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.04951497,0.001500691,0.001287073,0.004963669,0.004309594,0.005927402,0.01002134,0.02078133,0.01457031],"category_scores_gemma":[0.1897223,0.001542699,0.003404071,0.003646096,0.004679399,0.004940828,0.003460477,0.01505701,0.008059632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01298117,"about_ca_system_score_gemma":0.09012979,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2320244,"about_ca_topic_score_gemma":0.3519662,"domain_scores_codex":[0.9232007,0.02909479,0.01045727,0.002690411,0.02907569,0.005481109],"domain_scores_gemma":[0.7094154,0.06737836,0.01296927,0.006792574,0.1778014,0.02564302],"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":[0.0001029292,0.0002949064,0.004300181,0.001991159,0.00006312536,0.0006735402,0.001710598,0.001160225,0.0006034393,0.009621584,0.8664251,0.1130533],"study_design_scores_gemma":[0.0003415436,0.0001715163,0.01050327,0.01401687,0.0001901941,0.0006934491,0.003853825,0.0009076269,0.0006268675,0.009923703,0.9585195,0.0002516551],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002361881,0.01378788,0.01394845,0.8947979,0.008815711,0.003316016,0.001510929,0.000854186,0.06060695],"genre_scores_gemma":[0.02902641,0.03155396,0.2321533,0.6341092,0.007040656,0.007855086,0.002731327,0.000423174,0.05510683],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7679756,"threshold_uncertainty_score":0.4613478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04341413497361075,"score_gpt":0.3547637225532073,"score_spread":0.3113495875795966,"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."}}