{"id":"W4317212664","doi":"10.1007/s00208-022-02529-y","title":"VH-ification","year":2023,"lang":"de","type":"article","venue":"Mathematische Annalen","topic":"Geometric and Algebraic Topology","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Humanities; Pure mathematics; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"category_scores_codex":[0.001479774,0.0004378687,0.0007057839,0.0007676512,0.0002778504,0.0001189008,0.0006545819,0.00040967,0.003540099],"category_scores_gemma":[0.001648973,0.0004126903,0.0002912127,0.00242813,0.0001886786,0.0001794956,0.0003101906,0.000426695,0.08266383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000443547,"about_ca_system_score_gemma":0.00009895009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000138629,"about_ca_topic_score_gemma":0.000002625743,"domain_scores_codex":[0.9968068,0.0001888588,0.0008887951,0.0006141882,0.0006026843,0.0008986876],"domain_scores_gemma":[0.9969743,0.001049297,0.000465471,0.001114269,0.0001697263,0.0002269025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001806452,0.0003987924,0.0004041116,0.001432437,0.0005437773,0.00009657427,0.005821811,0.000007873245,0.0003582175,0.3341367,0.6389918,0.01778989],"study_design_scores_gemma":[0.0009693076,0.0001997009,0.003067669,0.0003832601,0.000571952,0.00004640028,0.001840598,0.003368268,0.001442163,0.5652108,0.4219391,0.0009607971],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7381976,0.02375719,0.03508384,0.04850189,0.009162858,0.004729076,0.0006677466,0.005607357,0.1342924],"genre_scores_gemma":[0.6704963,0.00544614,0.01656917,0.0009349856,0.003608146,0.0003810596,0.0004800181,0.0004601489,0.301624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2310741,"threshold_uncertainty_score":0.9998325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08691702705937718,"score_gpt":0.3328105954367288,"score_spread":0.2458935683773516,"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."}}