{"id":"W4407302360","doi":"10.4310/mrl.250211003545","title":"Flows of $G_2$-structures associated to Calabi-Yau manifolds","year":2024,"lang":"en","type":"article","venue":"Mathematical Research Letters","topic":"Geometry and complex manifolds","field":"Mathematics","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Calabi–Yau manifold; Mathematics; Pure mathematics","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":[0.0005107307,0.001021283,0.0006253383,0.004771299,0.002479645,0.004064254,0.0009687657,0.001839076,0.01034509],"category_scores_gemma":[0.001293213,0.0004962783,0.0006815032,0.00140446,0.002133688,0.003768141,0.002109563,0.001589871,0.0008485601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001952579,"about_ca_system_score_gemma":0.000769448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00163231,"about_ca_topic_score_gemma":0.00139662,"domain_scores_codex":[0.9996732,0.00006299264,0.00001526609,0.00005460961,0.0000750004,0.0001189105],"domain_scores_gemma":[0.9994946,0.00009141138,0.0001215656,0.00003605018,0.00007745947,0.0001790253],"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":[0.00004304346,0.00003172065,0.0002205712,0.00001901269,0.000006937898,0.0001220682,0.0002328395,0.001170312,0.001316303,0.9932998,0.001201986,0.002335247],"study_design_scores_gemma":[0.00003010454,0.0000314123,0.0008508017,0.00001804729,0.000007750717,0.0001491568,0.0002332498,0.01244105,0.0007138355,0.9820966,0.003405184,0.0000228011],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8435661,0.001055006,0.04321159,0.002511784,0.001029359,0.0001219909,0.0004333181,0.000411757,0.1076592],"genre_scores_gemma":[0.9534292,0.0005937789,0.01021327,0.0005585761,0.000658309,0.0000959332,0.0004292385,0.0001932699,0.03382847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01034509,"threshold_uncertainty_score":0.03460783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.149845198925876,"score_gpt":0.422097020098665,"score_spread":0.2722518211727889,"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."}}