{"id":"W4220749016","doi":"10.1016/j.clinbiochem.2022.03.003","title":"Reflex and reflective laboratory interventions for adding value to test results; an integral part of laboratory stewardship","year":2022,"lang":"en","type":"review","venue":"Clinical Biochemistry","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Psychological intervention; Standardization; Stewardship (theology); Test (biology); Health care; Reflexivity; Medicine; Scrutiny; Scope (computer science); Psychology; Risk analysis (engineering); Computer science; Nursing; Economics; Political 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1404856,0.0006693854,0.01053145,0.0002724005,0.0002051461,0.0003769069,0.002721738,0.0006017224,0.001226012],"category_scores_gemma":[0.3437257,0.0003956461,0.005936797,0.002424276,0.0002359516,0.0001205776,0.000661154,0.0009395474,0.0001149992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001473882,"about_ca_system_score_gemma":0.0009469741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001631445,"about_ca_topic_score_gemma":0.000005351858,"domain_scores_codex":[0.9613164,0.01101074,0.02213796,0.002822904,0.002330986,0.0003810125],"domain_scores_gemma":[0.927016,0.0479805,0.01501525,0.006860696,0.002334564,0.0007930188],"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":[0.00007947266,0.001044265,0.0001089415,0.02181494,0.001336363,0.00001024071,0.000135427,0.00000172419,0.00003705126,0.000372034,0.1981329,0.7769266],"study_design_scores_gemma":[0.0002126818,0.0005422411,0.000004764003,0.005673619,0.001739345,0.000003460417,0.0004355946,0.00001170489,0.00003542955,0.0001699523,0.9908001,0.0003711027],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003526779,0.9792022,0.0001614612,0.0001068685,0.0007656039,0.001913295,0.0156147,0.00001807628,0.001865126],"genre_scores_gemma":[0.0003089718,0.9750795,0.01471683,0.0003468232,0.001214902,0.000818451,0.001231161,0.0001103965,0.006172896],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7926672,"threshold_uncertainty_score":0.9998496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8703006226957621,"score_gpt":0.6698589109863443,"score_spread":0.2004417117094178,"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."}}