{"id":"W4387677841","doi":"10.2478/immunohematology-2023-018","title":"The Specialist in Transfusion Science program","year":2023,"lang":"en","type":"article","venue":"Immunohematology","topic":"Blood transfusion and management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Blood Services; University of Alberta; Island Health","funders":"","keywords":"Computer science; Medicine","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":[0.001078639,0.0004607128,0.0005436469,0.001468382,0.002125406,0.002081297,0.0006500416,0.002785132,0.241434],"category_scores_gemma":[0.004451411,0.0004208604,0.0004874632,0.0004289123,0.0007949425,0.001071494,0.00181161,0.003337997,0.06229107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001555525,"about_ca_system_score_gemma":0.007388561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001316137,"about_ca_topic_score_gemma":0.008171717,"domain_scores_codex":[0.999134,0.000143639,0.00004909308,0.0001270441,0.0003160121,0.0002302921],"domain_scores_gemma":[0.9900913,0.0005043566,0.0001857537,0.0001735114,0.00201173,0.007033242],"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":[0.0000862526,0.0002804297,0.005301862,0.0001624683,0.00001268156,0.001925413,0.0001461709,0.00009364694,0.001331584,0.002090447,0.9065666,0.08200242],"study_design_scores_gemma":[0.00004171067,0.0002382372,0.01366817,0.0002621027,0.00001467536,0.004451103,0.0006634645,0.0002056924,0.0005330596,0.002183469,0.9777219,0.0000165539],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01941619,0.01058908,0.002631639,0.4994832,0.1089268,0.0003600324,0.0007015978,0.000435336,0.3574561],"genre_scores_gemma":[0.02617577,0.005454325,0.001101498,0.03897685,0.02464575,0.00009807126,0.000172743,0.00009377581,0.9032811],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.241434,"threshold_uncertainty_score":0.8076773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01709404489712645,"score_gpt":0.3365675576276864,"score_spread":0.3194735127305599,"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."}}