{"id":"W3210124514","doi":"10.5737/23688076314399404","title":"Hemoglobin matters: Perioperative blood management for oncology patients","year":2021,"lang":"en","type":"article","venue":"Canadian Oncology Nursing Journal","topic":"Blood transfusion and management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Perioperative; Medicine; Blood management; Anemia; Intensive care medicine; Blood loss; Blood transfusion; Psychological intervention; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.001295398,0.0002166452,0.0003170995,0.0005934259,0.003356787,0.002402334,0.0006831481,0.00126423,0.01212282],"category_scores_gemma":[0.008706404,0.0001328623,0.0002277975,0.0009419749,0.001173942,0.0009654674,0.001467327,0.003116094,0.001357573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007596903,"about_ca_system_score_gemma":0.04041939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3071231,"about_ca_topic_score_gemma":0.5109969,"domain_scores_codex":[0.9989491,0.0002345779,0.00007263884,0.00005326274,0.0005332193,0.0001572185],"domain_scores_gemma":[0.9945275,0.0003755265,0.0004412776,0.00006623742,0.001622896,0.002966488],"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":[0.00004239152,0.00007996858,0.01530196,0.0004454823,0.00002185778,0.0005146932,0.001099619,0.0001170229,0.0002655321,0.004124604,0.6238304,0.3541565],"study_design_scores_gemma":[0.00002971183,0.000101474,0.04403221,0.001833918,0.00005671037,0.001876678,0.003662235,0.0001740216,0.0002137031,0.007803877,0.9401661,0.000049468],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.01522238,0.0673661,0.002186945,0.8120196,0.009439164,0.0001274653,0.0003489713,0.000397117,0.09289219],"genre_scores_gemma":[0.3511825,0.2608926,0.02304477,0.2615114,0.02109543,0.0001991685,0.001195286,0.0003764084,0.08050255],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.3071231,"threshold_uncertainty_score":0.6106708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01588283418223197,"score_gpt":0.3072891012321686,"score_spread":0.2914062670499367,"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."}}