{"id":"W4406464934","doi":"10.1016/j.ysur.2015.03.080","title":"10.1016/j.ysur.2015.03.080","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; Perioperative; Blood transfusion; Variation (astronomy); Intensive care medicine; Anesthesia; General surgery; Surgery","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":[0.0007514345,0.001020014,0.0004843578,0.001398906,0.0008690452,0.002461767,0.0008847083,0.003250621,0.8755526],"category_scores_gemma":[0.001854053,0.0003879037,0.0005034762,0.000616244,0.0007600467,0.002277886,0.001195663,0.001489817,0.818225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007371022,"about_ca_system_score_gemma":0.001345115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001985392,"about_ca_topic_score_gemma":0.001860216,"domain_scores_codex":[0.9997252,0.00002574867,0.00002817434,0.00006886695,0.00007735184,0.00007473325],"domain_scores_gemma":[0.9989009,0.0001856012,0.000157946,0.00005570653,0.0002319716,0.0004679555],"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":[0.0002663513,0.0002896528,0.007593028,0.0004888515,0.00003296368,0.0005544825,0.0001417894,0.0002293086,0.0005815578,0.004610825,0.3071249,0.6780863],"study_design_scores_gemma":[0.00007033216,0.0001604218,0.007838271,0.001293053,0.00004818311,0.004943273,0.00047641,0.0003955692,0.0005486179,0.006382273,0.9778093,0.00003449066],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007386889,0.01519014,0.003124298,0.01386732,0.003466003,0.0001222423,0.003022365,0.002089996,0.9517307],"genre_scores_gemma":[0.02688196,0.007284638,0.003025427,0.003813792,0.001303802,0.0001077655,0.00253497,0.0004203671,0.9546273],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1244474,"threshold_uncertainty_score":0.1775091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006254309572165123,"score_gpt":0.1954444531022017,"score_spread":0.1891901435300366,"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."}}