{"id":"W6948389331","doi":"10.48660/24090162","title":"Categories of line defects and cohomological Hall algebras","year":2024,"lang":"en","type":"other","venue":"PIRSA","topic":"Evolution and Paleontology Studies","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Perimeter Institute","funders":"","keywords":"Line (geometry); Class (philosophy); Algebra over a field; Real line; Sequence (biology)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007566909,0.0001289959,0.0002624908,0.00007867025,0.00002296221,0.000008649205,0.00006853591,0.0001808472,0.003945557],"category_scores_gemma":[0.00003421409,0.00008909147,0.00003739362,0.00006519591,0.0003094405,0.00001034595,0.00001312852,0.0001254728,0.0006151659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":7.25371e-7,"about_ca_system_score_gemma":0.00001497172,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002259314,"about_ca_topic_score_gemma":0.1211858,"domain_scores_codex":[0.9994431,0.00003698591,0.0001086077,0.0001981708,0.00008219571,0.0001309695],"domain_scores_gemma":[0.9997301,0.00007310282,0.00005731247,0.00008518761,0.000009836286,0.00004443391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001253179,0.00000994341,0.5070911,0.000299505,0.000136031,0.00005458616,0.0002154036,0.000001552166,9.837797e-7,0.002230444,0.4877097,0.002238233],"study_design_scores_gemma":[0.0001565921,0.0002093487,0.1929849,0.0001013693,0.000123427,0.0000346197,0.0001077008,0.0000393805,0.000004067848,0.005503047,0.800495,0.0002405222],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002431455,0.1015786,0.000008607743,0.0001945468,0.0004763658,0.00008412903,0.000118792,0.00008715278,0.8950203],"genre_scores_gemma":[0.4793857,0.003639117,0.0003182296,0.0002087525,0.0002989066,0.000001614278,0.0000932955,0.00002561434,0.5160288],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4769543,"threshold_uncertainty_score":0.996965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02212364994483335,"score_gpt":0.2411866120194925,"score_spread":0.2190629620746591,"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."}}