{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004533638,0.0009859049,0.0007579463,0.0025071,0.001862612,0.003626958,0.001007239,0.0008774395,0.07088447],"category_scores_gemma":[0.001036288,0.0003781891,0.000802548,0.00216181,0.002694977,0.004539897,0.002771597,0.003108407,0.02312948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002070824,"about_ca_system_score_gemma":0.0008519068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001201205,"about_ca_topic_score_gemma":0.001363929,"domain_scores_codex":[0.9993834,0.0001123546,0.00002399796,0.0001203434,0.0002826472,0.0000772452],"domain_scores_gemma":[0.9997218,0.00006517011,0.00001774327,0.00006551422,0.00009199982,0.00003768111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006193051,0.00000682643,0.00002515432,0.00005463356,0.000004680327,0.00001257807,0.00007960355,0.000144703,0.0001259493,0.9481653,0.03726492,0.01410958],"study_design_scores_gemma":[0.000004258198,0.000007212448,0.0001437656,0.00003826061,0.000006655383,0.00009577508,0.00007556408,0.0001719459,0.0001873792,0.6173529,0.3819113,0.00000496907],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001776596,0.004198806,0.009881572,0.00202918,0.0009349367,0.00001386445,0.0002890058,0.0001006242,0.9807755],"genre_scores_gemma":[0.09283,0.01304717,0.009521918,0.001824732,0.003079753,0.00008251543,0.001399161,0.0005357341,0.877679],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07088447,"threshold_uncertainty_score":0.2371322,"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."}}