{"id":"W7116824228","doi":"","title":"Zhang, Jiaogen A uniform estimate for the quaternionic Gauduchon metric with prescribed volume form. Int. Math. Res. Not. IMRN 2025, no. 5, Paper No. rnaf032, 19 pp.","year":2025,"lang":"en","type":"review","venue":"","topic":"Geometry and complex manifolds","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Metric (unit); Volume (thermodynamics); Constant (computer programming); Class (philosophy); Interpolation (computer graphics)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.001734667,0.001491004,0.003168737,0.0007499725,0.0005959325,0.0004701458,0.002281508,0.0007416625,0.001811097],"category_scores_gemma":[0.002193201,0.0008340561,0.001411377,0.002262355,0.0001269693,0.0003925408,0.0008272079,0.0009336001,0.002093249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004227472,"about_ca_system_score_gemma":0.0008980818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005276257,"about_ca_topic_score_gemma":0.0004780332,"domain_scores_codex":[0.9944041,0.0002299847,0.001830783,0.001245631,0.0009680772,0.001321475],"domain_scores_gemma":[0.9918573,0.003331352,0.001107773,0.002590976,0.0008377872,0.0002747821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000343403,0.0005878925,0.000007472883,0.1494346,0.003329862,0.00004339038,0.0001710611,0.00001314014,0.000001228303,0.06362901,0.4400461,0.3423929],"study_design_scores_gemma":[0.0008539261,0.0004250715,0.000003080069,0.00692436,0.003579529,0.00007033304,0.00004282873,0.001293017,0.000002069199,0.005066389,0.9806805,0.001058846],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003330508,0.9448736,0.02010871,0.0002749905,0.001247844,0.007933738,0.000502876,0.0005332727,0.02452169],"genre_scores_gemma":[0.000005047012,0.7354996,0.0189796,0.0002624285,0.000406876,0.002275843,0.0002839747,0.0002013872,0.2420852],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5406345,"threshold_uncertainty_score":0.9997839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07257938881624279,"score_gpt":0.3521269489344099,"score_spread":0.2795475601181671,"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."}}