{"id":"W4367186746","doi":"10.1016/s0140-6736(23)00287-8","title":"Haemochromatosis","year":2023,"lang":"it","type":"review","venue":"The Lancet","topic":"Iron Metabolism and Disorders","field":"Medicine","cited_by":84,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Trinity College","keywords":"Phlebotomy; Hemochromatosis; Medicine; Cirrhosis; Medical diagnosis; Hereditary hemochromatosis; Genetic testing; Natural history; Differential diagnosis; Biobank; Intensive care medicine; Pathology; Internal medicine; Bioinformatics","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001088504,0.0005422728,0.003577671,0.0001241579,0.0002130878,0.00007276456,0.001008716,0.0003325773,0.001756292],"category_scores_gemma":[0.0004663428,0.0003000038,0.0006022856,0.0007703716,0.0002344199,0.00003758086,0.0002475069,0.0008513411,0.03257608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004376837,"about_ca_system_score_gemma":0.0003117429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009979418,"about_ca_topic_score_gemma":0.00000921485,"domain_scores_codex":[0.9971436,0.0003606794,0.0006580874,0.0004654469,0.0005207384,0.0008513941],"domain_scores_gemma":[0.9970647,0.0004187119,0.0003221341,0.001991631,0.00004743692,0.0001554062],"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":[0.00004370515,0.00005931281,0.00006987251,0.05310014,0.000326475,0.00008076083,0.0003693755,6.630847e-7,0.000001508718,0.00445269,0.6119354,0.3295601],"study_design_scores_gemma":[0.001125258,0.00003493125,0.0005468612,0.009598116,0.003325623,0.00004721611,0.0001606846,0.00000435814,0.000001308239,0.0003404351,0.984491,0.0003242201],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005638043,0.9540737,0.0000113198,0.004462449,0.001822101,0.001100539,0.0002212662,0.0002539121,0.0379983],"genre_scores_gemma":[0.00002754049,0.9638984,0.00005690675,0.001989647,0.008536822,0.0001126962,0.0002266078,0.0001430993,0.02500832],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3725556,"threshold_uncertainty_score":0.9999452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1068981467831254,"score_gpt":0.3610678145479603,"score_spread":0.2541696677648349,"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."}}