{"id":"W3008398848","doi":"10.1177/0840470420904733","title":"Value-based healthcare delivery through metabolomics-based personalized health platform","year":2020,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Electronic Arts (Canada); University of Alberta; Simon Fraser University","funders":"","keywords":"Medicine; Type 2 diabetes; Diabetes mellitus; Disease; Personalized medicine; Metabolomics; Insulin resistance; Health care; Internal medicine; Bioinformatics; Endocrinology; Biology","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":[0.0004170922,0.0005043267,0.0007117518,0.0001256818,0.0005580565,0.00005837407,0.0004629085,0.0001866242,0.00004843339],"category_scores_gemma":[0.00004141584,0.0004999312,0.0003655851,0.0004659787,0.0001282819,0.00001372489,0.0003142146,0.0002839262,0.00003430962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001389984,"about_ca_system_score_gemma":0.0003842376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000528107,"about_ca_topic_score_gemma":0.0002832417,"domain_scores_codex":[0.9963462,0.0001972093,0.0007011979,0.001078682,0.0004973146,0.001179348],"domain_scores_gemma":[0.9983522,0.00002371951,0.0003553276,0.0006504516,0.0001499013,0.0004684301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.007325254,0.001320197,0.02253477,0.01359561,0.003170412,0.0001814281,0.001688091,0.002290045,0.009225278,0.5508387,0.2962118,0.09161841],"study_design_scores_gemma":[0.00427857,0.00207488,0.001049555,0.00008603447,0.00008696679,0.000003108431,0.002154981,0.001646123,0.004688193,0.0008752553,0.9822512,0.0008050825],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07795424,0.0724343,0.06681449,0.771471,0.001540417,0.00503468,0.0008795555,0.0004517088,0.003419577],"genre_scores_gemma":[0.8127871,0.005733187,0.02182026,0.1578491,0.0003218008,0.0001960508,0.0009243401,0.0001027395,0.0002654486],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7348328,"threshold_uncertainty_score":0.9997452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0342887967082041,"score_gpt":0.289568484613614,"score_spread":0.2552796879054098,"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."}}