{"id":"W2768643568","doi":"10.3390/metabo7040060","title":"Monitoring for Response to Antineoplastic Drugs: The Potential of a Metabolomic Approach","year":2017,"lang":"en","type":"review","venue":"Metabolites","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Metabolome; Metabolomics; Biomarker; Medicine; Bioinformatics; Computational biology; Biology; Pharmacology","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":[0.001168137,0.0008083739,0.001515695,0.002270564,0.0001840413,0.00124047,0.0007993931,0.001191529,0.0017562],"category_scores_gemma":[0.001408418,0.000225497,0.0008008918,0.001674137,0.0006816403,0.001643836,0.0007499848,0.002429726,0.0009303228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000770262,"about_ca_system_score_gemma":0.0009137631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000990464,"about_ca_topic_score_gemma":0.001406609,"domain_scores_codex":[0.9996278,0.0001100052,0.0000403181,0.00006401742,0.0001332249,0.00002457864],"domain_scores_gemma":[0.9989742,0.0005924505,0.0001224872,0.00003666206,0.0002285972,0.00004548989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001354477,0.0001068372,0.001163756,0.009802463,0.0002186346,0.000296734,0.0000710093,0.000654512,0.004165949,0.006583592,0.01639493,0.9604061],"study_design_scores_gemma":[0.00002711684,0.000322446,0.004457593,0.004928326,0.0003500989,0.002969192,0.0001609766,0.0007801329,0.003605154,0.01015356,0.972174,0.00007140809],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00035046,0.9952919,0.001174916,0.001238248,0.0002295453,0.000009556245,0.0000491642,0.00002485746,0.001631198],"genre_scores_gemma":[0.004325761,0.9921163,0.001741878,0.0006378691,0.0003829754,0.00001721483,0.00007129185,0.000005841643,0.000700815],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002270564,"threshold_uncertainty_score":0.006177723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06776925511652118,"score_gpt":0.4244907328393876,"score_spread":0.3567214777228664,"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."}}