{"id":"W2130342831","doi":"10.1186/1745-6215-11-41","title":"A pragmatic multi-centre randomised controlled trial of fluid loading and level of dependency in high-risk surgical patients undergoing major elective surgery: trial protocol","year":2010,"lang":"en","type":"article","venue":"Trials","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"Scottish Government","keywords":"Medicine; Randomized controlled trial; Elective surgery; Protocol (science); Clinical trial; Regimen; Surgery; Clinical endpoint; Emergency medicine; Alternative medicine; Internal medicine","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"],"consensus_categories":[],"category_scores_codex":[0.008439977,0.0002530542,0.003001517,0.0003201579,0.00004944215,0.00001537058,0.00007803238,0.0002624916,0.00007410815],"category_scores_gemma":[0.02153951,0.0001798804,0.0004166461,0.0002109724,0.00007009655,0.00007241878,0.00002122807,0.0003570562,0.000001492262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005650111,"about_ca_system_score_gemma":0.0005096226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003816097,"about_ca_topic_score_gemma":0.0001248189,"domain_scores_codex":[0.9946628,0.001917949,0.002312509,0.000324148,0.0004743807,0.0003081664],"domain_scores_gemma":[0.9865499,0.01143329,0.001399497,0.0002694727,0.0002095739,0.0001382314],"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":[0.9780486,0.002071665,0.00966642,0.0001926351,0.0003904816,0.00001062013,0.0002910945,0.000001775578,0.004876818,0.00004116217,0.00001086524,0.004397895],"study_design_scores_gemma":[0.9892378,0.001305559,0.00129527,0.0003403195,0.0002918444,0.00000249975,0.00003452736,0.0004701422,0.006665227,0.0001951399,0.00001248937,0.000149127],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.833929,0.000009928662,0.0001123068,0.00002953437,0.0006902363,0.1651424,0.00002624136,0.00001956723,0.0000408287],"genre_scores_gemma":[0.9756333,0.00001925046,0.000683092,0.000002881255,0.0004480217,0.02308633,0.00001192038,0.00002960733,0.00008556776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.142056,"threshold_uncertainty_score":0.9867025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06422217932354678,"score_gpt":0.3652022061725432,"score_spread":0.3009800268489964,"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."}}