{"id":"W4400242834","doi":"10.1186/s13012-024-01376-6","title":"Re-Purposing the Ordering of Routine Laboratory Tests in Hospitalized Medical Patients (RePORT): protocol for a multicenter stepped-wedge cluster randomised trial to evaluate the impact of a multicomponent intervention bundle to reduce laboratory test over-utilization","year":2024,"lang":"en","type":"article","venue":"Implementation Science","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Cluster randomised controlled trial; Psychological intervention; Health administration; Health services research; Health care; Protocol (science); Randomized controlled trial; Intervention (counseling); Cluster (spacecraft); Family medicine; Public health; Emergency medicine; Nursing; Surgery; Alternative medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02167862,0.0001866234,0.0003289505,0.0003424895,0.0004300832,0.0000804183,0.0004416688,0.00007684872,0.0002038742],"category_scores_gemma":[0.02383823,0.0001148134,0.000101772,0.001766537,0.0001603795,0.0007047289,0.0002674772,0.0002833345,0.000007662025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008066657,"about_ca_system_score_gemma":0.002448591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002071988,"about_ca_topic_score_gemma":0.001728941,"domain_scores_codex":[0.9930685,0.00233414,0.002246506,0.0004886445,0.001360296,0.000501981],"domain_scores_gemma":[0.9926494,0.004059669,0.0008675694,0.0004482812,0.001758272,0.0002168469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1198665,0.004723499,0.6758997,0.004214597,0.0001810481,0.000008323709,0.1148913,0.0005954977,0.044494,0.0001667875,0.004798404,0.03016028],"study_design_scores_gemma":[0.2960845,0.003367079,0.649175,0.003631548,0.00008781211,7.657852e-7,0.01240177,0.0252965,0.007450667,0.00005010604,0.002044222,0.0004100017],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8270913,0.00000701341,0.001887092,0.002501783,0.0005409186,0.1677974,0.000135306,0.00002861931,0.00001063457],"genre_scores_gemma":[0.9153126,9.755281e-7,0.0004909936,0.0005655066,0.0000947375,0.08348151,0.00002364112,0.00002271254,0.000007270014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.176218,"threshold_uncertainty_score":0.9843844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4619592320964327,"score_gpt":0.6617565797837262,"score_spread":0.1997973476872934,"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."}}