{"id":"W4402751336","doi":"10.1515/cclm-2024-0948","title":"How do experts determine where to intervene on test ordering? An interview study","year":2024,"lang":"en","type":"article","venue":"Clinical Chemistry and Laboratory Medicine (CCLM)","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Canadian Electricity Association; Institute for Clinical Evaluative Sciences; SickKids Foundation; Hospital for Sick Children; Ottawa Hospital","funders":"Canadian Institutes of Health Research","keywords":"Test (biology); Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.06127357,0.0007736956,0.0007807676,0.002943018,0.01024006,0.005156976,0.002209511,0.00508103,0.004679968],"category_scores_gemma":[0.1187716,0.00138441,0.0005028357,0.002212066,0.007612041,0.008227362,0.006453875,0.006503151,0.001612306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01004351,"about_ca_system_score_gemma":0.01215332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00625808,"about_ca_topic_score_gemma":0.006828704,"domain_scores_codex":[0.9302098,0.05726814,0.002609702,0.002490841,0.002084167,0.005337355],"domain_scores_gemma":[0.8703597,0.1019256,0.00487024,0.00202929,0.01452257,0.006292618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009918439,0.0001078319,0.004339714,0.000361304,0.000007173425,0.000767039,0.9750823,0.0001929262,0.001122543,0.002845473,0.003214638,0.01185985],"study_design_scores_gemma":[0.00002050763,0.000083128,0.0009611713,0.0004704972,0.000006624437,0.0001489786,0.9742379,0.000613219,0.0005689028,0.001373775,0.02147387,0.0000414868],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8886414,0.00177847,0.05176228,0.02749155,0.0005268584,0.003511872,0.0006069975,0.0001622478,0.02551842],"genre_scores_gemma":[0.9600688,0.001457497,0.02188258,0.007461878,0.00009665066,0.003199097,0.000270972,0.00008639048,0.005476113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06127357,"threshold_uncertainty_score":0.3240494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1232497586242424,"score_gpt":0.4531791898211703,"score_spread":0.3299294311969279,"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."}}