{"id":"W4248971632","doi":"10.1038/nnano.2013.6","title":"Complexities abound","year":2013,"lang":"en","type":"letter","venue":"Nature Nanotechnology","topic":"Graph theory and applications","field":"Mathematics","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Nanotechnology; Computer science; Materials science","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","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0001209188,0.0003936174,0.0005640382,0.0004160923,0.0001959786,0.00006116305,0.001001047,0.009479285,0.000724803],"category_scores_gemma":[0.0002682363,0.0003464392,0.0001866094,0.0003406208,0.0005657941,0.00006370959,0.000158075,0.009082319,0.0005410251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005167009,"about_ca_system_score_gemma":0.00004286887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006959259,"about_ca_topic_score_gemma":0.000007083971,"domain_scores_codex":[0.9983653,0.00007069478,0.0003386122,0.0004935319,0.000237586,0.0004942228],"domain_scores_gemma":[0.9977267,0.0006356182,0.000270753,0.001205145,0.000138429,0.00002339915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[7.649762e-7,0.00001063457,3.333287e-7,0.00006338558,0.00003481867,0.00001645485,0.00001009185,8.063313e-9,0.00008248504,0.4786398,0.5208285,0.0003126373],"study_design_scores_gemma":[0.00006576806,0.00001345673,7.08315e-7,0.00002216616,0.00003251702,0.00004543422,0.00001328945,9.108253e-7,0.0005635523,0.5004661,0.4985996,0.0001764617],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003510647,0.0009904262,0.0003234775,0.9824262,0.000675453,0.0007561948,0.0001168958,0.001296605,0.009904088],"genre_scores_gemma":[0.01539772,0.00006211783,0.01472517,0.9440447,0.002892575,0.0007195275,0.0004301709,0.0002154516,0.02151258],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03838153,"threshold_uncertainty_score":0.9998987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02945921483734443,"score_gpt":0.3034689729740708,"score_spread":0.2740097581367264,"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."}}