{"id":"W3215240194","doi":"10.1093/mnras/stac1138","title":"Cosmology and neutrino mass with the minimum spanning tree","year":2022,"lang":"en","type":"preprint","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Scientific Research and Discoveries","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Science and Technology Facilities Council; Narodowe Centrum Nauki","keywords":"Physics; Spectral density; Particle physics; Omega; Neutrino; Baryon; Sensitivity (control systems); Energy (signal processing); Lambda; Redshift; Minimum spanning tree; Type (biology); Combinatorics; Astrophysics; Quantum mechanics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001434744,0.0001865039,0.0003750506,0.00105562,0.0004414709,0.001085812,0.000722152,0.000487682,0.001798397],"category_scores_gemma":[0.008521658,0.0002412409,0.0003373032,0.001223178,0.0007509267,0.002131687,0.0007397496,0.0004994348,0.0001220104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005362312,"about_ca_system_score_gemma":0.0002471619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009268731,"about_ca_topic_score_gemma":0.0005025798,"domain_scores_codex":[0.999598,0.0001852278,0.00001386629,0.00004869207,0.0001117127,0.0000426983],"domain_scores_gemma":[0.9962059,0.002316403,0.0005880695,0.0003882401,0.0003239678,0.0001773918],"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":[0.0003737499,0.00007853138,0.03965088,0.00009219829,0.0001085993,0.0004016761,0.0004023031,0.4153478,0.008127204,0.5098594,0.001605987,0.0239517],"study_design_scores_gemma":[0.00002988297,0.00004648617,0.006668007,0.00002225739,0.00001454181,0.0001976208,0.00005253606,0.6406576,0.00128259,0.3502128,0.0007978022,0.00001790471],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9304383,0.0004285942,0.06333074,0.0005236733,0.00001886532,0.000009444718,0.0001843169,0.0001174912,0.004948584],"genre_scores_gemma":[0.9914547,0.00009237813,0.008026432,0.00002101055,0.000014868,0.000006932074,0.00009724839,0.00002120288,0.0002652688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001798397,"threshold_uncertainty_score":0.007587731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01248753120428823,"score_gpt":0.2355940259272895,"score_spread":0.2231064947230013,"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."}}