{"id":"W4392575374","doi":"10.48550/arxiv.2403.03365","title":"Rigid Matroid Categories","year":2024,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Digital Image Processing Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Matroid; Mathematics; Combinatorics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0001727525,0.0003695552,0.0003042135,0.0003644539,0.00009689702,0.001157211,0.002937106,0.0002516655,0.00001147259],"category_scores_gemma":[0.00002831703,0.0004104335,0.0002125703,0.0007279764,0.0001846121,0.0007659283,0.007705289,0.0007535024,0.000501501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000216109,"about_ca_system_score_gemma":0.0003501056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008218356,"about_ca_topic_score_gemma":0.00001087716,"domain_scores_codex":[0.9979921,0.00004331828,0.0001887971,0.001292399,0.0001101203,0.000373246],"domain_scores_gemma":[0.9980829,0.00004392709,0.0001470168,0.001415295,0.0001705849,0.0001402569],"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":[0.000007077182,0.00006402652,0.000109829,0.0003745994,0.00007709997,0.001221334,0.0002187799,0.001656987,0.00005842005,0.9860214,0.006619495,0.003570982],"study_design_scores_gemma":[0.00006297856,0.00002902864,0.0000211431,0.0001647802,0.00004184801,0.00001608503,0.00001584333,0.09303063,0.001724618,0.9017413,0.002679846,0.0004718601],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01688919,0.0004925943,0.91114,0.0003864184,0.0009817829,0.000241518,0.00002103608,0.003952137,0.06589536],"genre_scores_gemma":[0.9755785,0.00007995696,0.01545205,0.0001045131,0.00007135308,0.00000183776,0.00001019517,0.00003339809,0.008668227],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9586893,"threshold_uncertainty_score":0.9998797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05652373276641975,"score_gpt":0.194683942020255,"score_spread":0.1381602092538352,"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."}}