{"id":"W1512845205","doi":"10.1186/cc2593","title":"A review of a trauma database for inappropriateness of transfused blood products","year":2004,"lang":"en","type":"article","venue":"Critical Care","topic":"Blood transfusion and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"B. Braun Melsungen; Eli Lilly and Company","keywords":"Medicine; Family 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000684516,0.0002114543,0.0006194137,0.003605437,0.0003676002,0.0004325282,0.0003814562,0.0003963654,0.008578194],"category_scores_gemma":[0.004646669,0.0002641049,0.0004539287,0.004804364,0.0001831852,0.0006180606,0.0003701023,0.0002804478,0.00117376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006527521,"about_ca_system_score_gemma":0.001358749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006151724,"about_ca_topic_score_gemma":0.01127406,"domain_scores_codex":[0.9989795,0.0002323563,0.000301187,0.0001667798,0.0002099917,0.000110261],"domain_scores_gemma":[0.9953287,0.001605921,0.001643161,0.0001578658,0.0009276756,0.0003367496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003555872,0.00009783228,0.9562191,0.0008840822,0.0002096079,0.003141433,0.0002606178,0.00008649615,0.000635545,0.00007075261,0.01161006,0.02642893],"study_design_scores_gemma":[0.00003454401,0.0001595409,0.9900192,0.0002549627,0.0001198076,0.003453419,0.0003286191,0.0001625837,0.0002498866,0.00002734204,0.005178202,0.0000119647],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9311365,0.01282729,0.0005601174,0.0008198671,0.00007486658,0.0006036463,0.04690157,0.00006918747,0.007007019],"genre_scores_gemma":[0.9636065,0.007208823,0.0008572245,0.000733494,0.0001005604,0.0004082733,0.02488675,0.00001792456,0.002180432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008578194,"threshold_uncertainty_score":0.02869689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04375786173832653,"score_gpt":0.3384701575896459,"score_spread":0.2947122958513194,"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."}}