{"id":"W6977082296","doi":"10.6084/m9.figshare.26742122.v1","title":"Additional file 1 of 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":"Figshare","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary; University of British Columbia","funders":"","keywords":"Protocol (science); Cluster (spacecraft); Intervention (counseling); Randomized controlled trial; Cluster randomised controlled trial; Clinical trial","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00890291,0.001974352,0.002726548,0.0008509653,0.00148635,0.001768331,0.0015694,0.002139128,0.7029732],"category_scores_gemma":[0.04107028,0.001393582,0.002125324,0.001534619,0.0008623279,0.001462609,0.0009254978,0.002692797,0.04914538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002003392,"about_ca_system_score_gemma":0.005487322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003070816,"about_ca_topic_score_gemma":0.00487415,"domain_scores_codex":[0.996027,0.002566906,0.0004288953,0.0004001169,0.0002613743,0.0003157537],"domain_scores_gemma":[0.9764872,0.01626592,0.002258942,0.001641864,0.002071334,0.001274694],"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":[0.2119907,0.006820648,0.001208728,0.03799117,0.001398479,0.0001083951,0.0004355116,0.002501961,0.0004801739,0.007766338,0.6859972,0.04330055],"study_design_scores_gemma":[0.8647534,0.01115408,0.006146428,0.006426736,0.0009311188,0.00008401659,0.0001862774,0.002856467,0.0005478346,0.01030784,0.09647529,0.000130527],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.007198875,0.0005732541,0.007814029,0.001979844,0.001217838,0.4495143,0.5147018,0.001111616,0.0158884],"genre_scores_gemma":[0.01582816,0.0002239458,0.009241032,0.0009120571,0.0002023056,0.9483891,0.01702564,0.0001663103,0.008011483],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7029732,"threshold_uncertainty_score":0.4236726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08491058865056131,"score_gpt":0.4518369797105833,"score_spread":0.366926391060022,"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."}}