{"id":"W4392817199","doi":"10.20944/preprints202403.0755.v1","title":"Autoimmune Hemolytic Anemias","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Blood groups and transfusion","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Canadian Blood Services; University of Toronto","funders":"","keywords":"Autoimmune hemolytic anemia; Medicine; Immunology; Antibody","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","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005263144,0.0005115345,0.0008336885,0.0002515428,0.000076248,0.00002970388,0.0003674962,0.0007029659,0.002942909],"category_scores_gemma":[0.00009861762,0.0004636656,0.0005432434,0.0002263157,0.0001128686,0.00003060714,0.002240703,0.002786645,0.008957293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001769141,"about_ca_system_score_gemma":0.0004029881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003644721,"about_ca_topic_score_gemma":0.000009261165,"domain_scores_codex":[0.9969983,0.00005561392,0.0006495936,0.001311223,0.0005247076,0.0004605874],"domain_scores_gemma":[0.9975416,0.00004645066,0.0001234415,0.001915051,0.0001263594,0.000247112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001014479,0.002691457,0.7115257,0.02004949,0.003457393,0.00433953,0.006008166,0.0002252877,0.2245641,0.004965306,0.002037119,0.01912194],"study_design_scores_gemma":[0.002338825,0.0001336778,0.8592997,0.004954393,0.002408722,0.0006062862,0.0001200817,0.000818854,0.08420566,0.01530331,0.02869617,0.001114313],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9317262,0.002467945,0.00002722148,0.003851838,0.001789598,0.001073879,0.00002323261,0.0007103743,0.05832967],"genre_scores_gemma":[0.9836032,0.0005674966,0.0002191999,0.0004260798,0.0004949826,0.0001369465,0.0001285732,0.0001250668,0.01429846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.147774,"threshold_uncertainty_score":0.9997815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09119936968940597,"score_gpt":0.3475389350708763,"score_spread":0.2563395653814703,"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."}}