{"id":"W4415075029","doi":"10.1111/bjh.70194","title":"Confronting medical grifting: Fraudulent and unproven products and interventions in apheresis, transfusion and biotherapies","year":2025,"lang":"en","type":"review","venue":"British Journal of Haematology","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of Toronto","funders":"","keywords":"Psychological intervention; Apheresis; Medical care; MEDLINE; Medical literature; Therapeutic plasma exchange","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002813109,0.000632752,0.00136093,0.003490496,0.0005534991,0.0025279,0.0008075494,0.00249227,0.003025702],"category_scores_gemma":[0.009034459,0.000305857,0.000964572,0.004313627,0.001228937,0.002409445,0.001075488,0.001950383,0.0004488931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001388865,"about_ca_system_score_gemma":0.003602754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003194837,"about_ca_topic_score_gemma":0.008098057,"domain_scores_codex":[0.9980991,0.0008124286,0.0003423966,0.0001177107,0.000555915,0.00007238831],"domain_scores_gemma":[0.9925292,0.005845407,0.001021315,0.00008159892,0.0004336421,0.00008876633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000503094,0.00004178778,0.0002803727,0.0664985,0.0002325848,0.0001757751,0.000396774,0.0002709472,0.0001402486,0.008788029,0.013796,0.9093287],"study_design_scores_gemma":[0.00003481389,0.0001195053,0.002721685,0.1667976,0.0007270331,0.002188403,0.00110828,0.0002016339,0.0002279981,0.009745163,0.8160768,0.0000511666],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009271338,0.998796,0.00004316732,0.0006025204,0.00008888474,0.00000288934,0.000003958169,0.000001080313,0.0003688654],"genre_scores_gemma":[0.001492346,0.9977039,0.0001320513,0.0004044473,0.0001342161,0.000005036814,0.000006310223,6.673806e-7,0.000121172],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9975078,"threshold_uncertainty_score":0.01487738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03134231137536264,"score_gpt":0.3092002658426488,"score_spread":0.2778579544672861,"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."}}