{"id":"W4365460513","doi":"10.48550/arxiv.2304.05453","title":"Complexity=Anything: Singularity Probes","year":2023,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Black Holes and Theoretical Physics","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Innovation, Science and Economic Development Canada; Institut Périmètre de physique théorique; Government of Canada; Ministry of Colleges and Universities; Japan Society for the Promotion of Science; Ministry of Education, Culture, Sports, Science and Technology","keywords":"Singularity; Computer science; Mathematics; Pure mathematics; Mathematical analysis","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006617267,0.0004878941,0.0004334121,0.0007928655,0.0007977054,0.001545416,0.000585584,0.0006430243,0.003806217],"category_scores_gemma":[0.003208503,0.0001899948,0.0003755899,0.0004105896,0.003880687,0.004853545,0.002436162,0.00238434,0.0002345577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006334117,"about_ca_system_score_gemma":0.0002574702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004802286,"about_ca_topic_score_gemma":0.0003676498,"domain_scores_codex":[0.9996924,0.00008663529,0.000008784268,0.00006125677,0.00009655551,0.00005429917],"domain_scores_gemma":[0.9986439,0.0004478982,0.0002767449,0.0002945131,0.0001287052,0.0002081608],"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":[0.00002608395,0.00002448282,0.0008997556,0.00003724169,0.000005752546,0.0001203604,0.0002954559,0.001722297,0.002672123,0.9888092,0.0006395169,0.004747706],"study_design_scores_gemma":[0.000019372,0.00005299852,0.001293529,0.00001887627,0.000006354472,0.0001925152,0.0002311697,0.01531096,0.002692732,0.9772812,0.002873499,0.00002687602],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6508642,0.001106583,0.1811354,0.004792514,0.0003157402,0.00008154607,0.0003478358,0.0004421783,0.1609141],"genre_scores_gemma":[0.9896843,0.0002408909,0.006995274,0.000335558,0.00009429638,0.00001890622,0.00006285981,0.00005287172,0.002515082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003806217,"threshold_uncertainty_score":0.01273304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1112090527368438,"score_gpt":0.2089100539238956,"score_spread":0.09770100118705179,"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."}}