{"id":"W3199252659","doi":"10.1088/1361-6544/ac20a4","title":"Effective bounds for monochromatic connectivity measures in two dimensions","year":2020,"lang":"en","type":"article","venue":"arXiv (Cornell University)","topic":"Quantum chaos and dynamical systems","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Measure (data warehouse); Monochromatic color; Zero (linguistics); Function (biology); Set (abstract data type); Plane (geometry); Null set; Probabilistic logic; Discrete mathematics; Combinatorics; Mathematical analysis; Geometry; Statistics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001075235,0.0001291173,0.0002366722,0.00003799925,0.0001061687,0.00002164349,0.0001213285,0.00002495935,0.00003120675],"category_scores_gemma":[0.00002213253,0.0001311707,0.0001256243,0.0002834541,0.00004463256,0.0001290176,0.00004964168,0.0001045555,0.00003148825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005119587,"about_ca_system_score_gemma":0.00002724224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006507976,"about_ca_topic_score_gemma":0.00009891589,"domain_scores_codex":[0.9992128,0.0000898308,0.0001125776,0.0003362876,0.00003380626,0.0002146722],"domain_scores_gemma":[0.9993668,0.0002601923,0.00006395711,0.0001352807,0.00004097462,0.0001327938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002301106,0.0002957037,0.234031,0.00006709006,0.0001790498,0.00002533771,0.0006713571,0.0505586,0.002956324,0.709676,0.0001948833,0.001114599],"study_design_scores_gemma":[0.003019687,0.0001824363,0.01074209,0.0000466746,0.00006762728,3.063686e-7,0.00061913,0.9206121,0.0004707466,0.06350838,0.0003891985,0.0003416507],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8611589,0.000009030899,0.1369208,0.00006498208,0.00005717441,0.0004503264,0.00002506656,0.00003312249,0.001280595],"genre_scores_gemma":[0.9997536,5.336343e-7,0.00003525546,0.00004177913,0.00008766954,0.000005510415,0.000008367952,0.00001156414,0.00005575001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8700535,"threshold_uncertainty_score":0.5348985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04782597297482446,"score_gpt":0.204231096972614,"score_spread":0.1564051239977896,"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."}}