{"id":"W4406123536","doi":"10.48550/arxiv.2501.03003","title":"Irredundant bases for soluble groups","year":2025,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Synthesis and properties of polymers","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; European Commission; Deutsche Forschungsgemeinschaft; University of St Andrews","keywords":"Computer science; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003110169,0.0002939742,0.0003951921,0.0001140772,0.0002588718,0.0001169866,0.000924394,0.0002399552,0.0006845717],"category_scores_gemma":[0.00009750165,0.0002982015,0.0003004712,0.0001253787,0.0001683039,0.0001587702,0.0008446239,0.0001704601,0.0001191951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001395698,"about_ca_system_score_gemma":0.0002815427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005757532,"about_ca_topic_score_gemma":0.00009151949,"domain_scores_codex":[0.9983352,0.00009095728,0.0002050373,0.0008811784,0.00006848535,0.0004191595],"domain_scores_gemma":[0.9986144,0.0002456154,0.000178299,0.0007312078,0.0001125007,0.0001180156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004926792,0.001830252,0.005324642,0.006921491,0.001224508,0.000451316,0.002337729,0.2248932,0.1315873,0.4433606,0.1641557,0.01298653],"study_design_scores_gemma":[0.004125528,0.0005850937,0.0006491563,0.002436768,0.001927642,0.000009067996,0.002909575,0.1346423,0.5674122,0.09033362,0.1901796,0.004789439],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9451059,0.0007142564,0.03265899,0.0004701121,0.005300103,0.0009893153,0.0005679301,0.0003780076,0.01381537],"genre_scores_gemma":[0.978505,0.0001350403,0.0006547228,0.0002383782,0.0001568054,0.000006730626,0.00002807165,0.0000200063,0.02025531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.435825,"threshold_uncertainty_score":0.999947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09775682903785096,"score_gpt":0.1982734048634364,"score_spread":0.1005165758255855,"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."}}