{"id":"W4410792306","doi":"10.1002/pbc.31824","title":"Multi‐Institution Harmonization of Infection Care Pathways for Pediatric Oncology","year":2025,"lang":"en","type":"article","venue":"Pediatric Blood & Cancer","topic":"Neutropenia and Cancer Infections","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Hamilton Health Sciences; University of Toronto; SickKids Foundation; Pediatric Oncology Group; McMaster Children's Hospital; London Health Sciences Centre; Children's Hospital of Eastern Ontario; Institute for Clinical Evaluative Sciences; Hospital for Sick Children","funders":"Pediatric Oncology Group of Ontario","keywords":"Harmonization; Medicine; Institution; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009450634,0.0001535836,0.0003234993,0.0004101313,0.0001614908,0.000009952977,0.00005174414,0.0001837086,0.00005793298],"category_scores_gemma":[0.00009199381,0.0001498479,0.0001639989,0.001019371,0.0000333364,0.0001035476,0.00002934999,0.0001696196,0.000005329679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002729363,"about_ca_system_score_gemma":0.00139525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005429273,"about_ca_topic_score_gemma":0.0003180473,"domain_scores_codex":[0.998927,0.00003083627,0.0003755437,0.0003064502,0.0001385124,0.0002216869],"domain_scores_gemma":[0.9988818,0.00006028839,0.000198995,0.0001920064,0.0005936531,0.00007323384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002004105,0.0005582962,0.9817055,0.002191409,0.0001080193,0.000002907948,0.0003194179,0.0004643149,0.002792724,0.0006973544,0.002117686,0.008841902],"study_design_scores_gemma":[0.01811461,0.001744041,0.8974208,0.0001308241,0.0135539,0.00002373478,0.0001840282,0.0003510604,0.02668956,0.0001585376,0.0410988,0.0005301343],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713411,0.01023598,0.01130473,0.0002891488,0.002641064,0.001501672,0.0001217674,0.0001501667,0.00241438],"genre_scores_gemma":[0.985864,0.01019123,0.001052734,0.0002098159,0.001619282,0.0007067409,0.00006368701,0.00001963728,0.0002728264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08428479,"threshold_uncertainty_score":0.6110621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02710691360314439,"score_gpt":0.3339299209564319,"score_spread":0.3068230073532875,"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."}}