{"id":"W1707106636","doi":"10.4171/jems/750","title":"Mean quantum percolation","year":2017,"lang":"en","type":"article","venue":"Journal of the European Mathematical Society","topic":"Random Matrices and Applications","field":"Mathematics","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Agence Nationale de la Recherche","keywords":"Measure (data warehouse); Spectral measure; Unimodular matrix; Adjacency matrix; Supercritical fluid; Continuum percolation theory; Spectral density; Random graph; Lattice (music)","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":[],"consensus_categories":[],"category_scores_codex":[0.002369359,0.0001101492,0.0002428675,0.00000989311,0.0007023823,0.0002158685,0.001015709,0.0000346326,0.00007196646],"category_scores_gemma":[0.0008402751,0.00005974697,0.0006192319,0.00004570477,0.0001311116,0.000192085,0.0001951758,0.0002897662,0.00006270225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003605442,"about_ca_system_score_gemma":0.00002167079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.329343e-7,"about_ca_topic_score_gemma":3.958981e-7,"domain_scores_codex":[0.9986866,0.0001614461,0.0005389644,0.00008437416,0.0003839221,0.0001447662],"domain_scores_gemma":[0.9977015,0.0003050296,0.001082633,0.000688977,0.0001403032,0.00008152049],"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":[0.00003087901,0.0007375953,0.0008496832,0.000392485,0.0003662438,0.00001117104,0.007704962,0.00002021975,0.003403672,0.8670577,0.1150479,0.004377551],"study_design_scores_gemma":[0.001270966,0.00004034688,0.009965129,0.0002367911,0.000269202,0.0001342353,0.0005295933,0.00273913,0.0002110828,0.9761692,0.008251076,0.0001832021],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7986863,0.00009486258,0.08442799,0.009757124,0.0005258362,0.0005449284,0.000006640554,0.00005881236,0.1058975],"genre_scores_gemma":[0.9742688,0.00002838632,0.02376072,0.00009298688,0.0005802143,0.000001261389,9.99346e-8,0.00003297274,0.00123456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1755825,"threshold_uncertainty_score":0.5402228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05832906781707976,"score_gpt":0.327525802229264,"score_spread":0.2691967344121843,"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."}}