{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001205024,0.0005867794,0.000800175,0.0004087092,0.0001625923,0.0001709526,0.0005694127,0.0006650385,0.001362682],"category_scores_gemma":[0.0008900837,0.0005424567,0.0002418777,0.0003766473,0.0001361641,0.00007236323,0.001399074,0.0008648627,0.0001999824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001489005,"about_ca_system_score_gemma":0.0000974524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001025647,"about_ca_topic_score_gemma":0.00007714408,"domain_scores_codex":[0.9969974,0.0002681245,0.0006284956,0.001014674,0.0005803579,0.0005110153],"domain_scores_gemma":[0.9969512,0.0006836799,0.000354001,0.001557621,0.0002405258,0.0002130359],"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":[0.001498482,0.008509935,0.04478705,0.0157521,0.003563461,0.0005438528,0.006575491,0.00009092724,0.00120705,0.7176555,0.1701191,0.02969712],"study_design_scores_gemma":[0.00117645,0.0006805108,0.02424184,0.0005443229,0.0004639714,0.00004748939,0.0002773353,0.002118489,0.003456413,0.9573176,0.007896203,0.001779367],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9531245,0.0002577058,0.0089641,0.0003409717,0.001015927,0.0008758009,0.0001060112,0.000333186,0.03498179],"genre_scores_gemma":[0.9838387,0.00003756844,0.01421939,0.000136997,0.0005658937,0.00006549026,0.00003102743,0.00008077447,0.001024165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2396621,"threshold_uncertainty_score":0.9997027,"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."}}