{"id":"W4417521103","doi":"10.1016/j.htct.2025.106219","title":"WHY I CHOSE HEMATOLOGY ?","year":2025,"lang":"en","type":"article","venue":"Hematology Transfusion and Cell Therapy","topic":"Erythropoietin and Anemia Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subspecialty; Internship; Hematology; Medical school; Medical laboratory; Indictment","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005077346,0.000597527,0.0008605033,0.001335327,0.005822134,0.006897172,0.001625523,0.00912146,0.02031715],"category_scores_gemma":[0.02460505,0.0003857786,0.0008150545,0.001106566,0.005873644,0.007688808,0.003502939,0.0206822,0.01046116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003311299,"about_ca_system_score_gemma":0.005093263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004422804,"about_ca_topic_score_gemma":0.008361007,"domain_scores_codex":[0.9953883,0.001427769,0.0002357563,0.0006407899,0.001398318,0.0009090271],"domain_scores_gemma":[0.9883198,0.001932276,0.0005464026,0.0002707336,0.00250192,0.006428858],"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":[0.00006043206,0.0001194647,0.005578354,0.0001863172,0.00002879998,0.00236017,0.002139553,0.00002799748,0.0002557587,0.0096225,0.9127086,0.06691211],"study_design_scores_gemma":[0.00008082357,0.00009787565,0.003232323,0.001840026,0.00003227535,0.008788792,0.01131178,0.0000670492,0.0001848058,0.0206223,0.9536543,0.00008772204],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00297703,0.02354189,0.0005886386,0.918551,0.04059923,0.00002959419,0.00007662097,0.00008258041,0.01355343],"genre_scores_gemma":[0.02743003,0.02407686,0.001313142,0.9020751,0.02301497,0.00007273345,0.0001319357,0.0001390966,0.02174621],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02031715,"threshold_uncertainty_score":0.06796771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01115393982972843,"score_gpt":0.2712282501559841,"score_spread":0.2600743103262556,"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."}}