{"id":"W2064718561","doi":"10.1159/000363540","title":"A Simple Guideline Reduces the Need for Red Blood Cell Transfusions in Swiss Hospitals: A Prospective, Multicentre, Before-and-After Study in Elective Hip and Knee Replacement","year":2014,"lang":"en","type":"article","venue":"Transfusion Medicine and Hemotherapy","topic":"Blood transfusion and management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences","funders":"Inselspital, Universitätsspital Bern","keywords":"Medicine; Prospective cohort study; Guideline; Blood transfusion; 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":[],"consensus_categories":[],"category_scores_codex":[0.001231211,0.0003609711,0.000711499,0.0003547952,0.00017804,0.00001989813,0.00007839877,0.0001129451,0.0001178744],"category_scores_gemma":[0.00005078077,0.0002284778,0.00006790881,0.0004046481,0.00017723,0.000074893,0.00001875495,0.000314989,3.199532e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002976545,"about_ca_system_score_gemma":0.00003351835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001220942,"about_ca_topic_score_gemma":0.007250957,"domain_scores_codex":[0.9976352,0.0001522836,0.0007525701,0.0007192773,0.000338613,0.0004020104],"domain_scores_gemma":[0.9991393,0.0001896558,0.00007249692,0.0003089238,0.00009980138,0.0001898073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01955958,0.006396176,0.673305,0.0007482887,0.0004852767,0.00006672998,0.1355791,0.0000070899,0.03961875,0.0004865385,0.0009912006,0.1227562],"study_design_scores_gemma":[0.1251491,0.02075439,0.8041499,0.00061133,0.001045995,0.00003494311,0.03404923,0.002447851,0.00334632,0.001635198,0.00622451,0.0005513047],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.965238,0.001310644,0.001046179,0.02417024,0.00006721435,0.007817972,0.00000509665,0.00004751659,0.0002970794],"genre_scores_gemma":[0.9896237,0.005442314,0.0006536125,0.003183553,0.0001162267,0.0006923978,0.000009422138,0.00004736672,0.0002314664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1308448,"threshold_uncertainty_score":0.9317054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009698773556068154,"score_gpt":0.284862067342431,"score_spread":0.2751632937863628,"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."}}