{"id":"W6922293086","doi":"10.11575/prism/41557","title":"Evaluating the effectiveness of a multifaceted intervention to reduce low-value care in adults hospitalized following trauma: a protocol for a pragmatic cluster randomized controlled trial","year":2023,"lang":"en","type":"other","venue":"University of Calgary","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Randomized controlled trial; Psychological intervention; Intervention (counseling); Context (archaeology); Audit; Protocol (science); Cluster randomised controlled trial; Cluster (spacecraft); Quality management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.009848581,0.0005101621,0.003688823,0.001019202,0.00009072696,0.00001716745,0.0005819172,0.000429186,0.00007843343],"category_scores_gemma":[0.007156501,0.0004165812,0.002597674,0.0006056609,0.0001915677,0.0001003153,0.0002017911,0.0002785313,0.00002298555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005570749,"about_ca_system_score_gemma":0.0002751474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003906832,"about_ca_topic_score_gemma":0.001704223,"domain_scores_codex":[0.9880472,0.009131026,0.001013231,0.0006525909,0.000780718,0.0003751652],"domain_scores_gemma":[0.9921181,0.005245361,0.001689036,0.0005376023,0.0003282932,0.00008164004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9852874,0.0004717636,0.000004951361,0.005970397,0.00158665,0.00001229266,0.0043772,0.000310957,0.0002571543,0.00003180709,0.0003417577,0.001347658],"study_design_scores_gemma":[0.9436476,0.001741707,0.00004936829,0.03208193,0.001254123,3.637626e-7,0.001427856,0.01923481,0.00009204806,0.00003087292,0.00007754155,0.0003617942],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.1305204,0.00003304115,0.002064652,0.00000975959,0.0003507659,0.861681,0.0001155148,0.0002773008,0.004947566],"genre_scores_gemma":[0.08952212,0.00000278647,0.01627255,0.00001624746,0.0002396132,0.8493409,0.0004594701,0.003587226,0.04055908],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04163983,"threshold_uncertainty_score":0.9998286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0146641967031034,"score_gpt":0.3307438758690119,"score_spread":0.3160796791659085,"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."}}