{"id":"W4388645633","doi":"10.1111/petr.14635","title":"Reducing donor acceptance practice variation – Learnings from a discussion forum","year":2023,"lang":"en","type":"review","venue":"Pediatric Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Session (web analytics); Variation (astronomy); Family medicine; Decision aids; Medical education; Alternative 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006845178,0.0005888683,0.001529017,0.0005982207,0.0002258418,0.0001008948,0.0001997025,0.0005818148,0.0001121048],"category_scores_gemma":[0.0003836696,0.0004045144,0.0005807712,0.00117667,0.00002366984,0.000581452,0.0000151984,0.0008660341,0.0003607551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001790435,"about_ca_system_score_gemma":0.0004714927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004500681,"about_ca_topic_score_gemma":0.00004298852,"domain_scores_codex":[0.9961874,0.0005235554,0.001252792,0.0008896802,0.0006847314,0.0004618671],"domain_scores_gemma":[0.9961827,0.002110816,0.0009732022,0.0004015308,0.0001328122,0.0001989142],"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":[0.0004173716,0.00014142,0.001084069,0.05349076,0.0003908438,0.000350316,0.003374628,0.00002689153,0.000005836082,0.0001227343,0.0003457289,0.9402494],"study_design_scores_gemma":[0.005305876,0.0004711242,0.03489507,0.02567207,0.09242959,0.000883949,0.0005822666,0.000174188,0.00001177906,0.000374034,0.8368909,0.002309129],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001424345,0.9540739,0.03991683,0.0007635338,0.001552728,0.001925507,0.0006714065,0.000610454,0.0003431797],"genre_scores_gemma":[0.00003527025,0.9679714,0.02393295,0.0001080545,0.001712843,0.0002235613,0.005116733,0.0001660293,0.0007331092],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9379403,"threshold_uncertainty_score":0.9998407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05674824698486661,"score_gpt":0.3904502385353258,"score_spread":0.3337019915504592,"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."}}