{"id":"W2065913071","doi":"10.1111/vox.12240","title":"Systematic review of electronic remote blood issue","year":2015,"lang":"en","type":"review","venue":"Vox Sanguinis","topic":"Blood transfusion and management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Ontario College of Art and Design; University of Toronto","funders":"University of California, San Francisco; Mitacs","keywords":"CINAHL; Medicine; Inclusion (mineral); Proxy (statistics); MEDLINE; Blood transfusion; Adverse effect; Blood management; Protocol (science); Medical emergency; Emergency medicine; Family medicine; Psychological intervention; Alternative medicine; Surgery; Internal medicine; Psychology; Computer science; Pathology; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.01233826,0.001807116,0.007398818,0.01158059,0.0008106708,0.003039937,0.002690104,0.002519747,0.008185951],"category_scores_gemma":[0.05944763,0.001084422,0.005559697,0.01351382,0.001089188,0.003292718,0.00186826,0.001399008,0.0005823341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004533792,"about_ca_system_score_gemma":0.01605576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006835975,"about_ca_topic_score_gemma":0.01762821,"domain_scores_codex":[0.9840811,0.007171146,0.004588262,0.0008028377,0.002951049,0.0004054156],"domain_scores_gemma":[0.9629589,0.02690464,0.005855861,0.0005705407,0.003393323,0.0003167161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00009194815,0.00001842711,0.0003185023,0.9585756,0.00308628,0.000103865,0.0002002457,0.0000623701,0.00007341092,0.0002781823,0.001886786,0.03530435],"study_design_scores_gemma":[0.0001944695,0.0001670589,0.0022051,0.9485363,0.02253872,0.0003171421,0.0003085374,0.00006084251,0.0001398014,0.0003277963,0.02518018,0.00002401786],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007150584,0.9972778,0.0001860961,0.0003233837,0.0001483452,0.0005086225,0.0002636465,0.000009354392,0.000567686],"genre_scores_gemma":[0.0106518,0.9864893,0.0008104642,0.0005509908,0.00009660442,0.0009243521,0.0002348635,0.000005686036,0.0002358938],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01233826,"threshold_uncertainty_score":0.06525171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02820103352208364,"score_gpt":0.3506611790967697,"score_spread":0.3224601455746861,"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."}}