{"id":"W3024002576","doi":"10.1016/j.transci.2020.102780","title":"Apheresis education in Canadian residency programs: A needs assessment","year":2020,"lang":"en","type":"article","venue":"Transfusion and Apheresis Science","topic":"Complement system in diseases","field":"Immunology and Microbiology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; St. Michael's Hospital; University of Toronto","funders":"","keywords":"Apheresis; Medicine; Curriculum; Competence (human resources); Transfusion medicine; Family medicine; Likert scale; Internal medicine; Medical education; Psychology; Blood transfusion; Pedagogy","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":[0.009904407,0.0004402164,0.0005981666,0.003077288,0.01179064,0.003377254,0.003119209,0.001811693,0.003835454],"category_scores_gemma":[0.02613199,0.0005526936,0.001162861,0.004885709,0.001327014,0.002053964,0.003789961,0.001810734,0.0002817991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09992389,"about_ca_system_score_gemma":0.3792379,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9566722,"about_ca_topic_score_gemma":0.9817398,"domain_scores_codex":[0.9890761,0.00105498,0.0006981789,0.0003384262,0.004804506,0.004027803],"domain_scores_gemma":[0.9515797,0.002618755,0.003544478,0.0002888506,0.02573372,0.01623461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003409023,0.001975789,0.7924626,0.001865724,0.0001121114,0.0005491559,0.03159803,0.0004764924,0.0003741134,0.001655499,0.02328683,0.1453027],"study_design_scores_gemma":[0.00006808036,0.0003869386,0.9132951,0.001589996,0.00006127403,0.000151355,0.06719986,0.0005854839,0.0001835978,0.0001736186,0.01622727,0.00007753887],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9291747,0.003820656,0.0002568792,0.04122906,0.0003466597,0.001535064,0.002732675,0.00004004922,0.0208641],"genre_scores_gemma":[0.9872202,0.003684802,0.001947112,0.003400424,0.00005921272,0.0005910474,0.0009213923,0.00001243033,0.002163531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09992389,"threshold_uncertainty_score":0.7250019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02019995214550539,"score_gpt":0.2905780479516158,"score_spread":0.2703780958061104,"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."}}