{"id":"W4385371521","doi":"10.1051/ject/201547083","title":"Special Report","year":2015,"lang":"en","type":"article","venue":"Journal of ExtraCorporeal Technology","topic":"Blood transfusion and management","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Journal of Student Science and Technology","funders":"","keywords":"Documentation; Consistency (knowledge bases); Medicine; Data collection; Cardiopulmonary bypass; Medical emergency; Intensive care medicine; Emergency medicine; Computer science; Cardiology; Statistics","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":[0.0004758304,0.00008943759,0.0003262165,0.0005114553,0.00001405617,0.000005902141,0.0001244944,0.0001567749,0.0001250893],"category_scores_gemma":[0.00019907,0.00006761364,0.0001148999,0.0003142321,0.0001021563,0.00006107466,0.00003287059,0.0003833389,0.00002439395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005430957,"about_ca_system_score_gemma":0.0001984068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004354013,"about_ca_topic_score_gemma":0.000007025323,"domain_scores_codex":[0.9988489,0.00001014867,0.0005566852,0.0001062163,0.0003243395,0.0001537477],"domain_scores_gemma":[0.9988666,0.000008477192,0.0003611875,0.0002240295,0.0003498829,0.0001897859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001204058,0.001519656,0.04291571,0.00005147226,0.0004525285,0.08186787,0.0002406575,0.000006294715,0.006288785,0.04315131,0.5307446,0.2915571],"study_design_scores_gemma":[0.003159274,0.001548734,0.006389279,0.00005651795,0.0002106187,0.05379764,0.0003872559,0.000004796315,0.002396721,0.0146596,0.9172975,0.00009202829],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6559698,0.0005531686,0.004876209,0.04682995,0.004806693,0.000450716,0.000001712229,0.000186429,0.2863253],"genre_scores_gemma":[0.9700611,0.0001908794,0.01917384,0.0005848951,0.005216083,0.000003495947,0.00000340232,0.00002556079,0.004740731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.386553,"threshold_uncertainty_score":0.2757204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03509890267387259,"score_gpt":0.3002029912101071,"score_spread":0.2651040885362345,"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."}}