{"id":"W4406394955","doi":"10.1016/j.ysur.2014.03.080","title":"10.1016/j.ysur.2014.03.080","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Blood transfusion and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Thrombosis; Surgery; Wound infection; Blood transfusion","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":[0.0007782785,0.001079969,0.0004926644,0.001521494,0.0008780261,0.002453357,0.000913774,0.00331854,0.8858642],"category_scores_gemma":[0.001928147,0.0004247024,0.0005393948,0.0006814331,0.0007763684,0.002312862,0.001247095,0.001579762,0.8338876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007541304,"about_ca_system_score_gemma":0.001342463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002118702,"about_ca_topic_score_gemma":0.001972207,"domain_scores_codex":[0.9997092,0.00002670421,0.00002899375,0.00007308595,0.00008435809,0.00007765016],"domain_scores_gemma":[0.9988225,0.0002070911,0.0001687992,0.00006243559,0.0002558131,0.0004833964],"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":[0.0002576589,0.0002992101,0.006958144,0.0004670546,0.0000328757,0.0004799645,0.0001351753,0.0002312096,0.0005926174,0.004734869,0.3018089,0.6840023],"study_design_scores_gemma":[0.00006776892,0.00015805,0.007561862,0.001213951,0.00004819838,0.0046148,0.0004282814,0.0003727405,0.0005335322,0.005899662,0.9790664,0.00003466015],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00673496,0.01387468,0.003112951,0.01208351,0.003113144,0.0001180677,0.003000417,0.002148876,0.9558135],"genre_scores_gemma":[0.02228993,0.006393933,0.0029903,0.003508777,0.001130268,0.00009946343,0.002473427,0.0004429097,0.960671],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1141358,"threshold_uncertainty_score":0.1628008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005700423670025534,"score_gpt":0.1850845295668205,"score_spread":0.179384105896795,"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."}}