{"id":"W2110112213","doi":"10.1186/cc9977","title":"Red blood cell transfusion in patients with subarachnoid hemorrhage: a multidisciplinary North American survey","year":2011,"lang":"en","type":"article","venue":"Critical Care","topic":"Blood transfusion and management","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Foothills Medical Centre; St. Michael's Hospital; University of Calgary","funders":"","keywords":"Medicine; Subarachnoid hemorrhage; Red Blood Cell Transfusion; Blood transfusion; Multidisciplinary approach; Emergency medicine; Intensive care medicine; Anesthesia; 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":[0.00008543312,0.0001931846,0.0003184292,0.0001267246,0.00007105309,0.000008387363,0.0001001461,0.00005134564,0.000134057],"category_scores_gemma":[0.00004695564,0.00015414,0.00006024053,0.0004497422,0.0001919547,0.00005956282,0.0000426977,0.000281438,0.00001568515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002982161,"about_ca_system_score_gemma":0.00003870407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007295217,"about_ca_topic_score_gemma":0.004120303,"domain_scores_codex":[0.9985883,0.00008653635,0.0002394764,0.0004099988,0.0003252673,0.0003503679],"domain_scores_gemma":[0.9991206,0.0000411385,0.00001966644,0.0003431342,0.0002247025,0.0002507943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00114221,0.001910668,0.9906477,0.0005816638,0.000006916623,0.0003033975,0.001626329,3.618458e-7,0.00003769013,0.00001289085,0.000008844182,0.003721278],"study_design_scores_gemma":[0.004823571,0.002012103,0.9905676,0.00002812764,0.0002386029,0.000002265771,0.00126202,0.00001865637,0.0008383201,0.000002551151,0.000008590554,0.0001976077],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953968,0.00005636564,0.0001373696,0.0001912004,0.00006247301,0.0006638578,0.00004931783,0.00007223254,0.003370413],"genre_scores_gemma":[0.9969613,0.00000702166,0.002476693,0.0002234886,0.00001555789,0.00003697549,0.0001990101,0.00003502255,0.00004493199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003681361,"threshold_uncertainty_score":0.6285647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01800797832293818,"score_gpt":0.2487321287008205,"score_spread":0.2307241503778824,"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."}}