{"id":"W2322117826","doi":"10.1097/ccm.0000000000001638","title":"Impact of a Sequential Intervention on Albumin Utilization in Critical Care*","year":2016,"lang":"en","type":"article","venue":"Critical Care Medicine","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agency for Healthcare Research and Quality; Environment and Climate Change Canada","keywords":"Medicine; Psychological intervention; Intensive care; Intervention (counseling); Incentive; Albumin; Emergency medicine; Intensive care medicine; Internal medicine; Nursing","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001882402,0.0008029324,0.0006467375,0.0007707753,0.0005984386,0.0004434095,0.0007459867,0.0008220589,0.003527279],"category_scores_gemma":[0.007461392,0.0002619577,0.0008575627,0.0004928619,0.0003729,0.0004523915,0.001176042,0.0007728644,0.0001705516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001516915,"about_ca_system_score_gemma":0.003096972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006967665,"about_ca_topic_score_gemma":0.01099228,"domain_scores_codex":[0.9983301,0.0006755157,0.0001734719,0.0002694421,0.0002360665,0.0003153338],"domain_scores_gemma":[0.9952958,0.001407259,0.001298423,0.0001896461,0.0002377227,0.001571105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.08686427,0.1863983,0.07258934,0.002614722,0.001469365,0.0003124678,0.001018887,0.008862602,0.007162849,0.0004853097,0.002763128,0.6294588],"study_design_scores_gemma":[0.04838297,0.374996,0.5471294,0.0008095263,0.001377399,0.0002721327,0.000560761,0.01669191,0.005445842,0.0008344257,0.003377137,0.0001223496],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972981,0.0004289857,0.0004785573,0.0003635756,0.00008800418,0.0007075871,0.00007218902,0.0000676128,0.0004953493],"genre_scores_gemma":[0.9958665,0.0002124385,0.002333596,0.0002218655,0.0001192024,0.0008766185,0.0000752268,0.000003456877,0.0002909286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006967665,"threshold_uncertainty_score":0.01385421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09814497943662578,"score_gpt":0.4552418921014746,"score_spread":0.3570969126648488,"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."}}