{"id":"W4406505170","doi":"10.1016/j.yccm.2013.01.019","title":"10.1016/j.yccm.2013.01.019","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Blood transfusion and management","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Blood conservation; Blood transfusion; Surgery; Outcome (game theory); Intensive care medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006914786,0.0008606123,0.0004435414,0.001463916,0.001227131,0.002382663,0.0008826421,0.003629125,0.8612278],"category_scores_gemma":[0.00223022,0.0003499969,0.000462117,0.0007180335,0.0009124773,0.002341641,0.001250109,0.001921978,0.7371574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001054825,"about_ca_system_score_gemma":0.001824158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003679664,"about_ca_topic_score_gemma":0.004092496,"domain_scores_codex":[0.9996752,0.00003306203,0.00002725037,0.00006957525,0.00008439763,0.0001105783],"domain_scores_gemma":[0.9987703,0.0002091633,0.0001328063,0.00005178676,0.0002781626,0.0005578848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002197403,0.000298232,0.01027007,0.0003604793,0.00002734506,0.0007198012,0.0001448832,0.0001359507,0.0003932684,0.004555164,0.4493226,0.5335525],"study_design_scores_gemma":[0.00006735252,0.0001121692,0.009716836,0.001560123,0.00003711077,0.006966613,0.0006953676,0.0002462845,0.0003508205,0.00549579,0.9747186,0.00003298651],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008173697,0.01788875,0.001696506,0.02692147,0.004084567,0.00009366418,0.002375435,0.001188175,0.9375777],"genre_scores_gemma":[0.03173365,0.01079239,0.002590967,0.007362535,0.001737407,0.0001059332,0.002263364,0.0003021286,0.9431117],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1387722,"threshold_uncertainty_score":0.1979417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006292491483384419,"score_gpt":0.1864790033175248,"score_spread":0.1801865118341404,"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."}}