{"id":"W4416338190","doi":"10.1080/15265161.2025.2570656","title":"The Value of Genomic Information: Quality Over Quantity","year":2025,"lang":"en","type":"article","venue":"The American Journal of Bioethics","topic":"Genomics and Rare Diseases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Quality (philosophy); Value (mathematics); Term (time); Production (economics); Set (abstract data type)","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":[],"consensus_categories":[],"category_scores_codex":[0.001079047,0.00006590218,0.0001424595,0.00002783154,0.0001363711,0.00002807208,0.0003955527,0.00003374234,0.00000191666],"category_scores_gemma":[0.0002262545,0.00003597676,0.000151762,0.0000984408,0.0008596932,0.000004557286,0.0001007378,0.0001623462,0.000001324004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001141497,"about_ca_system_score_gemma":0.0003608051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001519325,"about_ca_topic_score_gemma":0.00002424832,"domain_scores_codex":[0.9991568,0.0001802578,0.0003879678,0.00004545335,0.0001335562,0.0000960008],"domain_scores_gemma":[0.9986744,0.0001131458,0.000657099,0.0002753289,0.0002483398,0.00003171312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.007696267,0.0004730005,0.05726881,0.0002709547,0.003220404,0.00000809829,0.003140944,0.004131299,0.5266815,0.23833,0.02253756,0.1362411],"study_design_scores_gemma":[0.001627231,0.001966643,0.6532382,0.00009230421,0.0002764454,0.00008749725,0.01086404,0.0001798405,0.06505504,0.009469928,0.2566795,0.0004633215],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943736,0.001107983,0.001166252,0.002862097,0.0001849332,0.00004552417,0.00001935052,0.000001048091,0.0002392341],"genre_scores_gemma":[0.9965957,0.001714664,0.0001849547,0.001393329,0.00006941408,5.647412e-7,0.000002972308,0.000002983657,0.00003543617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5959694,"threshold_uncertainty_score":0.3167575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01539212677822669,"score_gpt":0.3387597178080584,"score_spread":0.3233675910298317,"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."}}