{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003852268,0.0005442602,0.0005041795,0.001451559,0.0004800505,0.003239129,0.001323065,0.001519349,0.006616079],"category_scores_gemma":[0.008552624,0.0002857107,0.0005421389,0.001290067,0.0003250237,0.003294038,0.003981476,0.001080871,0.003514797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008706361,"about_ca_system_score_gemma":0.001758277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001045979,"about_ca_topic_score_gemma":0.001015835,"domain_scores_codex":[0.9977277,0.0009057789,0.0001940329,0.0003065858,0.0006605342,0.0002053861],"domain_scores_gemma":[0.9960921,0.001093196,0.0003729697,0.0008431167,0.0009148908,0.0006836934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001385534,0.001215559,0.02913932,0.0007645242,0.0004064805,0.001238199,0.0009955968,0.01086203,0.02318973,0.04386498,0.131692,0.755246],"study_design_scores_gemma":[0.0005052288,0.001278689,0.02925201,0.001067152,0.0003706439,0.001489651,0.001589168,0.2655759,0.04042184,0.2454294,0.4125299,0.0004905493],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1562351,0.004611835,0.6702746,0.05011557,0.001759804,0.002233119,0.007127415,0.02826696,0.07937567],"genre_scores_gemma":[0.6935506,0.002878423,0.2764804,0.0062932,0.001180114,0.0006230102,0.006074084,0.0007972717,0.01212281],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006616079,"threshold_uncertainty_score":0.02213299,"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."}}