{"id":"W4315436310","doi":"10.1111/trf.17242","title":"Patient perspectives on intraoperative blood transfusion: A qualitative interview study with perioperative patients","year":2023,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre; Health Sciences Centre; Canadian Blood Services; Ottawa Hospital; Université Laval; University of Ottawa","funders":"","keywords":"Medicine; Perioperative; Blood transfusion; Psychological intervention; Thematic analysis; Informed consent; Blood management; Qualitative research; Health care; Elective surgery; Intensive care medicine; Surgery; Nursing; Alternative medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005018621,0.0005350432,0.0007089421,0.0004571517,0.0004193496,0.00005502573,0.0001368951,0.0001056737,0.0008210725],"category_scores_gemma":[0.00003094762,0.0003630579,0.000210944,0.001256014,0.0001663969,0.0001827606,0.00003842968,0.0005298187,0.0001968295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009521949,"about_ca_system_score_gemma":0.00008453114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001798571,"about_ca_topic_score_gemma":0.0004286438,"domain_scores_codex":[0.9962459,0.0006769642,0.0005557682,0.001022749,0.001020458,0.0004781673],"domain_scores_gemma":[0.9986257,0.0001196444,0.00006752882,0.0004841254,0.0004329661,0.0002700144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.004368221,0.01449502,0.002856504,0.0002099091,0.001009878,0.0003832422,0.9442102,0.00003954428,0.002141958,0.001112976,0.0003394251,0.02883309],"study_design_scores_gemma":[0.02760632,0.06390894,0.0518565,0.001089646,0.001196594,0.00002093608,0.8450314,0.00009084682,0.005692128,0.00002210987,0.002616573,0.0008680349],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833841,0.00009292911,0.0003427588,0.002832584,0.0001658574,0.005875351,0.0000418081,0.0004079697,0.006856588],"genre_scores_gemma":[0.9960178,0.001326387,0.000187019,0.0008408246,0.00005160549,0.000583729,0.00008100839,0.00007991713,0.000831735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09917887,"threshold_uncertainty_score":0.9998822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02648615396496503,"score_gpt":0.3107377987869295,"score_spread":0.2842516448219645,"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."}}