{"id":"W4411213433","doi":"10.1002/jca.70036","title":"Training and Practice Gaps in Pediatric Apheresis in Canada: A National Survey","year":2025,"lang":"en","type":"article","venue":"Journal of Clinical Apheresis","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Apheresis; Training (meteorology); Family medicine; Immunology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001147366,0.0001299562,0.0002560001,0.0009756037,0.001870548,0.0008090938,0.0007465161,0.0003650488,0.001523209],"category_scores_gemma":[0.00506891,0.000218751,0.0002655296,0.002666981,0.0006864076,0.0004734159,0.0007750213,0.0006620832,0.0001419605],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02187161,"about_ca_system_score_gemma":0.03915837,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9823802,"about_ca_topic_score_gemma":0.9865997,"domain_scores_codex":[0.9977768,0.0001595521,0.0001528188,0.0001882818,0.001133015,0.0005894204],"domain_scores_gemma":[0.9931384,0.0006960185,0.001689431,0.0001087313,0.002474683,0.001892705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001707374,0.00003002925,0.9901545,0.00003756116,0.000009737873,0.00005351174,0.001955302,0.0000824353,0.00007498151,0.00007641081,0.000944715,0.006563785],"study_design_scores_gemma":[0.000001829528,0.00001400605,0.9960722,0.00002873786,0.000003052774,0.00004182115,0.002702317,0.0002207393,0.00003810406,0.000009527822,0.0008632613,0.000004460161],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948093,0.0003711586,0.0001034126,0.001196263,0.000007797106,0.00003484523,0.00134174,0.00001022576,0.002125313],"genre_scores_gemma":[0.9984581,0.0003976374,0.0001714588,0.0002147518,0.000003386051,0.00001526568,0.0004350414,0.000002861138,0.0003014346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9781284,"threshold_uncertainty_score":0.1586904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1727406348451481,"score_gpt":0.4471707926075907,"score_spread":0.2744301577624426,"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."}}