{"id":"W4404164359","doi":"10.1007/978-3-031-73758-9_4","title":"Geometric Results","year":2024,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in mathematics","topic":"Mathematics and Applications","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Computer science","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":[0.001301018,0.0007863145,0.00119371,0.00112022,0.00008224427,0.0001747555,0.0007797471,0.0006701258,0.0005827146],"category_scores_gemma":[0.0007681665,0.0007398489,0.0004082316,0.0003757518,0.0001409667,0.00006306267,0.0004567192,0.001171129,0.002347915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002805996,"about_ca_system_score_gemma":0.0001044772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005304479,"about_ca_topic_score_gemma":0.00003737828,"domain_scores_codex":[0.9957823,0.000009106483,0.002001557,0.0008247184,0.0008390782,0.0005432014],"domain_scores_gemma":[0.9957561,0.001381763,0.0007180459,0.001848554,0.0001311847,0.0001643318],"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":[0.000003809192,0.000135213,3.051481e-7,0.002705151,0.00009978231,0.00006595138,0.0004781147,0.000002718208,0.000006918241,0.9471769,0.04879689,0.0005282048],"study_design_scores_gemma":[0.0002198762,0.00002310947,5.103101e-7,0.00197321,0.0001577256,0.00002781088,0.00002784357,0.0004667577,0.0000421098,0.7350289,0.261484,0.0005481386],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00006977419,0.000789397,0.001584505,0.0003508256,0.0003063652,0.001088427,0.0002020681,0.0004207283,0.9951879],"genre_scores_gemma":[0.0005877242,0.0004312512,0.08159785,0.0000342406,0.0003553677,0.0001120781,0.00003222822,0.0003937613,0.9164555],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2126871,"threshold_uncertainty_score":0.9995053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06925235261988753,"score_gpt":0.3153203095308888,"score_spread":0.2460679569110013,"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."}}