{"id":"W4393278485","doi":"10.36290/aim.2023.079","title":"Advanced bloodless clinical procedures proven in practice","year":2024,"lang":"en","type":"article","venue":"Anesteziologie a intenzivní medicína","topic":"Blood transfusion and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Medical Association","funders":"","keywords":"Clinical Practice; Medical physics; Computer science; Medicine; Nursing","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":[0.002700534,0.0007002412,0.0005498137,0.001901973,0.001127167,0.004099814,0.0009730166,0.001886221,0.06952056],"category_scores_gemma":[0.01226841,0.0002996366,0.0008281576,0.001617867,0.001676708,0.002691056,0.002885747,0.003085881,0.02773801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001542956,"about_ca_system_score_gemma":0.005295785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00142465,"about_ca_topic_score_gemma":0.001884612,"domain_scores_codex":[0.9977406,0.0005762653,0.0002492528,0.0002872263,0.0008797378,0.0002668687],"domain_scores_gemma":[0.9934822,0.001092362,0.0007789586,0.0007899309,0.001962967,0.001893608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003792907,0.0006055709,0.01483429,0.001759241,0.00008574786,0.003673024,0.000727953,0.0005041047,0.004041192,0.03121563,0.148569,0.7936049],"study_design_scores_gemma":[0.0001149319,0.000710585,0.01803087,0.003048489,0.0000746423,0.01978402,0.0007247856,0.0005577602,0.002407904,0.01544293,0.9390419,0.00006109028],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04913245,0.1382408,0.05603712,0.06631163,0.01458601,0.001138714,0.001965486,0.00186556,0.6707222],"genre_scores_gemma":[0.4539412,0.1804059,0.09340896,0.02938854,0.01505554,0.001206696,0.004278787,0.0009073283,0.221407],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06952056,"threshold_uncertainty_score":0.2325695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04112307130669887,"score_gpt":0.4167785678379097,"score_spread":0.3756554965312109,"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."}}