{"id":"W2315277052","doi":"10.1142/9789814749411_0012","title":"METABOLOMICS DIFFERENTIAL CORRELATION NETWORK ANALYSIS OF OSTEOARTHRITIS","year":2015,"lang":"en","type":"article","venue":"","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Canadian Institutes of Health Research","keywords":"Disease; Osteoarthritis; Pathogenesis; Computational biology; Metabolomics; Identification (biology); Differential (mechanical device); Correlation; Bioinformatics; Computer science; Biology; Medicine; Pathology; Mathematics; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006451888,0.0003936944,0.0004760221,0.002169772,0.0003170043,0.0005407363,0.0003117548,0.0002324624,0.0008866763],"category_scores_gemma":[0.0019264,0.0001359536,0.0007231854,0.002345282,0.0002395909,0.0003778659,0.0004324558,0.0003240306,0.0001217352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007012064,"about_ca_system_score_gemma":0.000576943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005173508,"about_ca_topic_score_gemma":0.004987972,"domain_scores_codex":[0.9996093,0.0001364717,0.00002173849,0.0001126249,0.00007665204,0.0000433487],"domain_scores_gemma":[0.9994233,0.0002647262,0.0001105522,0.0000437829,0.0001197487,0.00003796712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00169514,0.0004080107,0.16258,0.001234608,0.001795878,0.001323513,0.0004393378,0.4354646,0.1088052,0.03044171,0.005296568,0.2505154],"study_design_scores_gemma":[0.00002266444,0.0001442027,0.08306322,0.00002451104,0.0002068382,0.0002536408,0.00009617504,0.8866655,0.007010486,0.01927986,0.003183318,0.00004956392],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7355623,0.002661323,0.2502598,0.0006944098,0.0000752933,0.0001692283,0.006290559,0.0006011014,0.003685975],"genre_scores_gemma":[0.9637773,0.0007737644,0.03113504,0.00005086674,0.00002489621,0.0001005194,0.003381089,0.00002027353,0.000736171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005173508,"threshold_uncertainty_score":0.01028681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01945899855492347,"score_gpt":0.2538894358463656,"score_spread":0.2344304372914421,"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."}}