{"id":"W3199713517","doi":"10.48550/arxiv.2101.03557","title":"","year":2021,"lang":"en","type":"article","venue":"arXiv (Cornell University)","topic":"Random Matrices and Applications","field":"Mathematics","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Physics; Mathematical physics; Anharmonicity; Humanities; Quantum mechanics; Philosophy","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":[0.0001915972,0.0001810229,0.0002786595,0.00007477372,0.0003331871,0.00005331525,0.0003579436,0.00009245003,0.0001036699],"category_scores_gemma":[0.0001768569,0.0002034055,0.0002151481,0.001257644,0.00007522067,0.000309822,0.0001738892,0.0001637902,0.00003659803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007095418,"about_ca_system_score_gemma":0.00008191791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003867014,"about_ca_topic_score_gemma":0.0001540518,"domain_scores_codex":[0.9986656,0.0001068775,0.0002100957,0.0006033445,0.00006745633,0.0003466459],"domain_scores_gemma":[0.9980296,0.000573371,0.000140721,0.000832702,0.0002344407,0.0001891075],"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":[0.00004881402,0.0002896191,0.006094006,0.00003829798,0.00006616191,0.0004177693,0.0001628031,0.002618399,0.001009906,0.9886544,0.0004775068,0.0001222769],"study_design_scores_gemma":[0.00374361,0.00003491346,0.002767201,0.00002684126,0.0002606418,0.00005220352,0.001917438,0.01781646,0.004029243,0.9661221,0.002768146,0.0004612318],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8731501,0.00003228846,0.1231497,0.0003591826,0.00004571954,0.0001688692,0.000008721759,0.0001874191,0.002898043],"genre_scores_gemma":[0.9933348,0.0001139378,0.00262859,0.0001328866,0.00006094298,0.000001375915,0.000007072814,0.00002039983,0.003699981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1205211,"threshold_uncertainty_score":0.8294637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1299881061730203,"score_gpt":0.2117515453947663,"score_spread":0.08176343922174595,"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."}}