{"id":"W1966543324","doi":"10.1007/bf03016490","title":"Blood transfusion predictors in liver resection surgery","year":2008,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Medicine; Resection; Blood transfusion; Surgery","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":[0.0005142463,0.0002181297,0.000365539,0.0007002361,0.0004653046,0.0008019147,0.0003206019,0.0007906951,0.003674479],"category_scores_gemma":[0.00623955,0.0002176112,0.0005309982,0.001070627,0.0003655888,0.0004872076,0.0003530066,0.0016919,0.0003322066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003912036,"about_ca_system_score_gemma":0.001264096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007432864,"about_ca_topic_score_gemma":0.01063461,"domain_scores_codex":[0.9996613,0.00007897991,0.00004997693,0.00003624177,0.00006227101,0.0001112358],"domain_scores_gemma":[0.9940262,0.002422067,0.00158201,0.000144094,0.0003658001,0.001459821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002646956,0.00004764146,0.9970926,0.00000966848,0.0000443093,0.0001385123,0.00002954497,0.0000886878,0.00008401454,0.00003467709,0.0003582664,0.001807418],"study_design_scores_gemma":[0.00001136559,0.00009355817,0.9980563,0.00001870195,0.0000680754,0.0003945796,0.0002165223,0.000588779,0.00008787157,0.0001298076,0.0003247736,0.000009630638],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968124,0.001116384,0.00009319968,0.0006154799,0.00007817042,0.000004663175,0.0002346011,0.000005751596,0.001039253],"genre_scores_gemma":[0.9989749,0.000335723,0.00006218459,0.00006997671,0.00009410363,0.000004036067,0.0002198557,0.00000348005,0.0002358192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007432864,"threshold_uncertainty_score":0.01477921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01645102979081707,"score_gpt":0.2174312659545822,"score_spread":0.2009802361637651,"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."}}