{"id":"W2950960230","doi":"10.48550/arxiv.1408.2671","title":"Donaldson-Thomas invariants and wall-crossing formulas","year":2014,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Advanced Algebra and Geometry","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics; Pure mathematics; Algebra over a field; Calculus (dental); Medicine; Orthodontics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002911436,0.0004010744,0.0005321939,0.0002429172,0.0003327511,0.0001523386,0.0004525004,0.0004216708,0.00006403137],"category_scores_gemma":[0.0002155689,0.0004358537,0.0001729376,0.0002644237,0.0002356997,0.000228666,0.001095779,0.0006419455,0.00004406519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001227916,"about_ca_system_score_gemma":0.0001067505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002183497,"about_ca_topic_score_gemma":0.00005078024,"domain_scores_codex":[0.9982758,0.00008690642,0.0002550302,0.0008593424,0.00009847805,0.0004243991],"domain_scores_gemma":[0.9981587,0.0004028432,0.0003333022,0.000785263,0.0001074026,0.0002124856],"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":[0.0001305631,0.0001900905,0.007129354,0.001113369,0.0003239772,0.0004012174,0.0006435934,0.006221582,0.0001438621,0.9810455,0.001236639,0.001420237],"study_design_scores_gemma":[0.0007918426,0.0000351891,0.0008337706,0.0002556439,0.0001858932,0.00001469981,0.00009071104,0.02412076,0.0001814649,0.9710624,0.001847111,0.0005805544],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8320174,0.00008151963,0.1633462,0.00005647451,0.0002365698,0.0002509165,0.00001677087,0.0001648706,0.003829248],"genre_scores_gemma":[0.9920012,0.00008880421,0.00332075,0.0001132194,0.0001192994,6.927844e-7,0.00001622987,0.00005011724,0.004289735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1600254,"threshold_uncertainty_score":0.9998093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1014260076336239,"score_gpt":0.2324011463448763,"score_spread":0.1309751387112524,"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."}}