{"id":"W2053320266","doi":"10.1503/cjs.030413","title":"Factors affecting transfusion requirement after hip fracture: Can we reduce the need for blood?","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Blood transfusion and management","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Blood transfusion; Hip fracture; Emergency medicine; Intensive care medicine; Medical emergency; Surgery; Internal medicine; Osteoporosis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001093283,0.0001693693,0.0003800746,0.0003502712,0.0001943389,0.00004336241,0.0001004223,0.00008277479,0.0002661173],"category_scores_gemma":[0.0002140922,0.0001057756,0.0003828758,0.0001748126,0.00005629578,0.00006879991,0.000003731034,0.0002823434,9.331757e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008733392,"about_ca_system_score_gemma":0.0005718715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002100863,"about_ca_topic_score_gemma":0.009648066,"domain_scores_codex":[0.9987138,0.00008098921,0.0004378791,0.0001413474,0.0002451056,0.0003808939],"domain_scores_gemma":[0.9984395,0.0003874497,0.0001596539,0.0002063096,0.0001434869,0.000663622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002006898,0.0006966677,0.4551446,0.002317113,0.003561281,0.00147245,0.03252604,0.0001682017,0.02578272,0.0004553072,0.1638501,0.3120186],"study_design_scores_gemma":[0.004193224,0.0007217141,0.2865179,0.002048569,0.002379593,0.0003372795,0.005707096,0.00003048294,0.0386004,0.0003778201,0.6584577,0.0006282158],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9601228,0.0007412889,0.0007319628,0.03652617,0.001197547,0.0004266321,0.000006879134,0.00000969166,0.0002370593],"genre_scores_gemma":[0.9955149,0.0001604677,0.00006792431,0.003488721,0.0005033627,0.000008600051,0.00000490406,0.00002993862,0.0002212349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4946076,"threshold_uncertainty_score":0.5383847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04778002920375956,"score_gpt":0.2522663970649036,"score_spread":0.204486367861144,"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."}}