{"id":"W4409751344","doi":"10.1002/pbc.31740","title":"Calling to Safeguard the Future of Classical Hematology","year":2025,"lang":"en","type":"letter","venue":"Pediatric Blood & Cancer","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier Universitaire de Sherbrooke; C17 Council; Memorial University of Newfoundland; Kingston Health Sciences Centre; University of Ottawa; Hospital for Sick Children; University of Saskatchewan; University of Alberta; BC Children's Hospital; McMaster Children's Hospital; London Health Sciences Centre; Centre Hospitalier Universitaire Sainte-Justine; McMaster University; Izaak Walton Killam Health Centre; University of Manitoba","funders":"","keywords":"Medicine; Hematology; Safeguard; Internal medicine; Intensive care medicine; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.01133883,0.0007630279,0.001485079,0.001257038,0.01379351,0.0127771,0.002777531,0.128081,0.01772633],"category_scores_gemma":[0.03698407,0.001405306,0.00179792,0.0009556345,0.0150147,0.01213219,0.006883113,0.101722,0.009987515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008853036,"about_ca_system_score_gemma":0.03573347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03097489,"about_ca_topic_score_gemma":0.07135042,"domain_scores_codex":[0.9865851,0.00334701,0.001083677,0.001102919,0.005431343,0.002449916],"domain_scores_gemma":[0.9561936,0.01675032,0.002108396,0.001351278,0.007047963,0.01654847],"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":[0.0000369911,0.00008639876,0.0006890501,0.00004580148,0.0000122069,0.0005173628,0.000375824,0.00005912355,0.0002191755,0.01575228,0.9727128,0.009493149],"study_design_scores_gemma":[0.00009760985,0.00005090107,0.001286665,0.0003914742,0.00001701509,0.0005911964,0.001524268,0.0003455131,0.0001478489,0.02674727,0.9687039,0.00009625834],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001750132,0.0006354708,0.00007384541,0.9898956,0.005501003,0.000006541021,0.00001004649,0.00001172268,0.003690713],"genre_scores_gemma":[0.001413399,0.0003384265,0.0001952884,0.9794093,0.01077512,0.00001722092,0.000005824393,0.0000125783,0.007832867],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.128081,"threshold_uncertainty_score":0.06423354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2968297224181963,"score_gpt":0.507246564799002,"score_spread":0.2104168423808057,"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."}}