{"id":"W172765746","doi":"10.24033/ast.801","title":"Extremal Kähler metrics on ruled manifolds and stability","year":2018,"lang":"en","type":"preprint","venue":"Astérisque","topic":"Geometry and complex manifolds","field":"Mathematics","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Stability (learning theory); Mathematics; Mathematical economics; Computer science; Geology; Machine learning","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":[0.0006824106,0.001213464,0.0009312605,0.00265591,0.002303157,0.004570541,0.0009151794,0.002416385,0.01334986],"category_scores_gemma":[0.00278794,0.0003663029,0.0004716064,0.00164066,0.002715776,0.003623166,0.002010477,0.002031514,0.001103076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002183797,"about_ca_system_score_gemma":0.0006221436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001211399,"about_ca_topic_score_gemma":0.001092601,"domain_scores_codex":[0.9995952,0.0001265379,0.00001762177,0.0001034886,0.0001102913,0.00004674073],"domain_scores_gemma":[0.999272,0.0001996609,0.0001210693,0.00006077212,0.0001855982,0.000160865],"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":[0.0000211787,0.00001677849,0.0002585235,0.0000504551,0.000007040214,0.0000961304,0.0001909762,0.001229492,0.0005763118,0.9886303,0.004404236,0.004518584],"study_design_scores_gemma":[0.000006426382,0.000008294456,0.0004625709,0.00001352589,0.000004464851,0.00009251392,0.00008387328,0.003122982,0.0001449629,0.9908547,0.005196826,0.000008920668],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.538214,0.008237858,0.08109749,0.02048105,0.002492245,0.0000818941,0.0009380344,0.0005584735,0.347899],"genre_scores_gemma":[0.9238225,0.002554268,0.005750685,0.0005276665,0.002727024,0.00006395164,0.0004578927,0.00014775,0.06394842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01334986,"threshold_uncertainty_score":0.04465973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1062478083117255,"score_gpt":0.317721680698198,"score_spread":0.2114738723864726,"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."}}