{"id":"W4387606311","doi":"10.1097/01.tp.0000993088.93634.16","title":"121.7: Validation study of the new Canadian deceased organ donation dataset and metrics","year":2023,"lang":"en","type":"article","venue":"Transplantation","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; McGill University Health Centre","funders":"","keywords":"Samara; Organ donation; Donation; Medicine; Computer science; Transplantation; Biology; Surgery; Political science; Law; Ecology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04463817,0.0009219772,0.0007675168,0.006799753,0.005424172,0.003855166,0.003598508,0.001054117,0.003710768],"category_scores_gemma":[0.09739133,0.0005051006,0.001225392,0.009566748,0.002074066,0.001764429,0.003157456,0.002191763,0.001311983],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04214741,"about_ca_system_score_gemma":0.08641026,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9152945,"about_ca_topic_score_gemma":0.9322324,"domain_scores_codex":[0.9716763,0.005874144,0.002109449,0.002520658,0.0156553,0.002164203],"domain_scores_gemma":[0.8622985,0.01679964,0.004864159,0.01009278,0.100008,0.005936978],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001792777,0.002644096,0.5336679,0.002742999,0.0007060325,0.0006170088,0.02194396,0.005648882,0.003207924,0.01365961,0.2505153,0.1628536],"study_design_scores_gemma":[0.0004708829,0.0004568038,0.8241283,0.001029589,0.0002126739,0.0001842214,0.00873623,0.006119059,0.002376483,0.000728305,0.1552884,0.0002690828],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6816974,0.0008859214,0.01324028,0.005182483,0.000578995,0.02331327,0.220796,0.00132188,0.05298367],"genre_scores_gemma":[0.6354417,0.0005950565,0.05511368,0.002026965,0.0001476011,0.02714617,0.270109,0.0005633463,0.008856361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9578526,"threshold_uncertainty_score":0.3058023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0275056693049062,"score_gpt":0.2856457335903559,"score_spread":0.2581400642854497,"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."}}