{"id":"W1986144795","doi":"10.1007/s00228-002-0515-9","title":"Multivariate cluster analysis of a human hepatic cytochrome P 450 database","year":2002,"lang":"en","type":"letter","venue":"European Journal of Clinical Pharmacology","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Hospital for Sick Children; McGill University","funders":"Medical Research Council Canada; University of Delaware","keywords":"Multivariate analysis; Multivariate statistics; Cluster (spacecraft); Cytochrome; Biology; Chemistry; Medicine; Internal medicine; Computer science; Statistics; Mathematics; Biochemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003408138,0.000417624,0.002103616,0.0006254407,0.0000779775,0.00001790458,0.0009451058,0.0003372099,0.000826422],"category_scores_gemma":[0.0006798342,0.0003446678,0.001602606,0.0003784812,0.0003849099,0.00000732328,0.0005337241,0.001995186,0.00002483126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001652033,"about_ca_system_score_gemma":0.00007696232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005036011,"about_ca_topic_score_gemma":0.000002819154,"domain_scores_codex":[0.992285,0.003330121,0.00303526,0.000557484,0.000363627,0.0004285504],"domain_scores_gemma":[0.9950718,0.0003812129,0.003361245,0.000539123,0.0004716005,0.0001750197],"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":[0.0002556208,0.0003197166,0.0008249765,0.00007741292,0.0142562,0.0009835958,0.00002422237,0.00005052329,0.1043269,0.000002160651,0.878484,0.0003946397],"study_design_scores_gemma":[0.004591895,0.002827085,0.01138794,0.00004796692,0.01213657,0.00006137525,0.00000775433,0.0001755926,0.002162427,0.00001018419,0.9660834,0.0005077763],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8667298,0.005959535,0.003389172,0.1074035,0.007681509,0.0007611745,0.0008383087,0.00002144463,0.007215578],"genre_scores_gemma":[0.5464404,0.00801607,0.003195928,0.4070394,0.03027241,0.000006872242,0.0008381114,0.0002318178,0.003958941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3202894,"threshold_uncertainty_score":0.9999005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07350740395286898,"score_gpt":0.398613016039456,"score_spread":0.325105612086587,"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."}}