{"id":"W4393144232","doi":"10.1007/978-3-031-47504-7_15","title":"b-Invariant Edges in Bricks","year":2024,"lang":"en","type":"book-chapter","venue":"Algorithms and computation in mathematics","topic":"Mathematics and Applications","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Invariant (physics); Materials science; Geometry; Pure mathematics; Geology; Mathematics; Mathematical physics","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"],"consensus_categories":[],"category_scores_codex":[0.0005221608,0.0004202842,0.0007144192,0.0004511731,0.00005202505,0.000138008,0.000182102,0.0003247034,0.0001091781],"category_scores_gemma":[0.00005630409,0.0003957445,0.00010783,0.0001353059,0.00008143152,0.00005709536,0.0001495828,0.0005097336,0.0001171642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008901311,"about_ca_system_score_gemma":0.00005597872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001074757,"about_ca_topic_score_gemma":0.00004733097,"domain_scores_codex":[0.9978775,0.00001162499,0.001065527,0.0004565325,0.0003394868,0.0002492772],"domain_scores_gemma":[0.9984421,0.0007603614,0.0003189185,0.0003234901,0.0000764522,0.00007863869],"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":[0.00000103853,0.0001265675,0.000001342573,0.001461819,0.00004265932,0.00004361101,0.001860944,0.00004197478,0.00000183961,0.9870149,0.003575147,0.005828178],"study_design_scores_gemma":[0.0002407882,0.0000240952,0.000003798674,0.001390891,0.00006909059,0.00004428479,0.0002164314,0.08758572,0.000003541808,0.9045755,0.005475269,0.0003705918],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000653272,0.001831761,0.1153476,0.000897228,0.0003759272,0.002171675,0.0001176143,0.0003017137,0.8783032],"genre_scores_gemma":[0.00367078,0.001097179,0.4944187,0.0001014708,0.0003939751,0.0002936978,0.00009686666,0.0004056787,0.4995217],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.379071,"threshold_uncertainty_score":0.9998494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05483614461296001,"score_gpt":0.3134266564156687,"score_spread":0.2585905118027087,"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."}}