{"id":"W4387572134","doi":"10.1111/trf.213_17554","title":"P‐ED‐6 | Transfusion Medicine: Continuing Education via Digital Programming","year":2023,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood groups and transfusion","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Certification; Medical education; Continuing medical education; Continuing education; Coronavirus disease 2019 (COVID-19); Continuing professional development; Distance education; Quality (philosophy); Professional development; Medicine; Psychology; Political science; Pedagogy; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003685149,0.0003345413,0.0005026045,0.0004068529,0.0002322529,0.00004929288,0.0001289515,0.0002367228,0.0003472943],"category_scores_gemma":[0.00003979578,0.0002710984,0.0002269003,0.001132274,0.0001358126,0.0003329951,0.00001768267,0.000393541,0.0002168612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004943391,"about_ca_system_score_gemma":0.00008243738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003477388,"about_ca_topic_score_gemma":0.00005796374,"domain_scores_codex":[0.9976069,0.00003777623,0.0005647901,0.0005995877,0.0006625333,0.0005284226],"domain_scores_gemma":[0.9989898,0.00008157274,0.00006188842,0.0003835025,0.000163138,0.0003201274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003182704,0.0003752301,0.009361564,0.000270605,0.00003099404,0.00004495713,0.002646314,0.00000251681,0.09343863,0.0001518848,0.0008621497,0.8924969],"study_design_scores_gemma":[0.049233,0.01162506,0.37921,0.01732325,0.003578569,0.002601568,0.02191109,0.005696369,0.0596688,0.003992223,0.4406982,0.004461837],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798782,0.0005507342,0.00670035,0.003602999,0.0008868974,0.00149047,0.000007924286,0.0009494437,0.005932963],"genre_scores_gemma":[0.9932659,0.003424762,0.0003648117,0.0002290147,0.0006066719,0.00009257883,0.0004323085,0.0000849437,0.001499024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8880351,"threshold_uncertainty_score":0.9999741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01051302195256676,"score_gpt":0.2670166155004424,"score_spread":0.2565035935478756,"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."}}