{"id":"W6930627371","doi":"10.5281/zenodo.15718200","title":"Generalised ultractegories and conceptual completeness of geometric logic","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Completeness (order theory); Algebra over a field; Calculus (dental); Mathematical logic; Simple (philosophy)","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":[0.004274442,0.0008473114,0.001771025,0.003100326,0.003068614,0.006208446,0.002127879,0.001877234,0.004897489],"category_scores_gemma":[0.007215063,0.001206866,0.002812817,0.002638222,0.01321024,0.01246215,0.007296178,0.004990328,0.0005974854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002852814,"about_ca_system_score_gemma":0.001167246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00263039,"about_ca_topic_score_gemma":0.001924451,"domain_scores_codex":[0.996164,0.00146004,0.0003143227,0.0006996142,0.0009263434,0.0004356965],"domain_scores_gemma":[0.99452,0.003178751,0.0003216362,0.0009979097,0.0006807107,0.0003009862],"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":[0.000009376668,0.000004276622,0.0000593699,0.00001963342,0.000008421953,0.00001336949,0.0001173601,0.0004028876,0.00007652272,0.9981408,0.0002069829,0.0009410069],"study_design_scores_gemma":[0.000005252532,0.000003126091,0.00004612863,0.000003535771,0.000003497025,0.00001083671,0.00002255982,0.0005852529,0.00004634514,0.9985371,0.0007320726,0.000004377669],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2430555,0.005122018,0.6286174,0.007367716,0.0004197224,0.0001114888,0.001263468,0.000850561,0.1131921],"genre_scores_gemma":[0.9375554,0.001070891,0.05173077,0.0008506229,0.0003593717,0.000135395,0.0006833487,0.0001691768,0.007445142],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006208446,"threshold_uncertainty_score":0.02260566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04111476383593318,"score_gpt":0.2657575881963234,"score_spread":0.2246428243603902,"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."}}