{"id":"W2551519396","doi":"","title":"Semiparametric Differential Graph Models","year":2016,"lang":"en","type":"article","venue":"Neural Information Processing Systems","topic":"Statistical Methods and Inference","field":"Mathematics","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Estimator; Computer science; Graph; Applied mathematics; Regularization (linguistics); Mathematical optimization; Mathematics; Algorithm; Theoretical computer science; Artificial intelligence; Statistics","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":[0.002770947,0.0008904478,0.001024598,0.001672204,0.000401601,0.001365028,0.002343639,0.001549786,0.003237454],"category_scores_gemma":[0.01187023,0.0006525546,0.001089653,0.001532087,0.002151545,0.003615726,0.001803785,0.001743787,0.0005582139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00161356,"about_ca_system_score_gemma":0.0006012248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002957113,"about_ca_topic_score_gemma":0.003452376,"domain_scores_codex":[0.9984701,0.0006938049,0.00004875551,0.0004629896,0.0002149896,0.0001093362],"domain_scores_gemma":[0.9933242,0.004343635,0.0009525027,0.0007700537,0.0004163462,0.0001932509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006853168,0.00003860455,0.0030279,0.0001148245,0.00008188077,0.0001914277,0.0002049621,0.4525795,0.00160108,0.5133741,0.002092713,0.02662439],"study_design_scores_gemma":[0.000005812376,0.00001287743,0.0003987058,0.000007919251,0.00001133671,0.00004965905,0.00001568912,0.8328773,0.0001987365,0.1655115,0.0008988428,0.00001163167],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01841592,0.0002274876,0.9794392,0.0003134309,0.00001837881,0.00002384476,0.0002262336,0.0001622836,0.001173113],"genre_scores_gemma":[0.8239145,0.000941266,0.1650308,0.0004482683,0.0001261624,0.000228811,0.001139338,0.0001841385,0.007986588],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003237454,"threshold_uncertainty_score":0.01465434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1000163621884262,"score_gpt":0.3403611645908807,"score_spread":0.2403448024024545,"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."}}