{"id":"W4392169474","doi":"10.4171/jncg/558","title":"A cogroupoid associated to preregular forms","year":2024,"lang":"en","type":"article","venue":"Journal of Noncommutative Geometry","topic":"Advanced Algebra and Geometry","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Naval Academy; Air Force Office of Scientific Research; Banff International Research Station for Mathematical Innovation and Discovery; Louisiana State University; American Institute of Mathematics; National Science Foundation","keywords":"Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003938364,0.0003707453,0.000351063,0.001230748,0.001508686,0.001232271,0.0004476748,0.0005048499,0.005495364],"category_scores_gemma":[0.0007606318,0.0002207762,0.0005443562,0.0004543231,0.002284592,0.001839252,0.001614332,0.0009680073,0.0007341144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005985706,"about_ca_system_score_gemma":0.0003792627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006124442,"about_ca_topic_score_gemma":0.0007108627,"domain_scores_codex":[0.9995987,0.00004720324,0.00002087119,0.000116931,0.0001046308,0.0001117152],"domain_scores_gemma":[0.9993557,0.00005943831,0.0001099732,0.0001469989,0.0001133726,0.0002144432],"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":[0.00006360525,0.00002603669,0.0008699941,0.00002988861,0.000005821322,0.0003054136,0.0005815962,0.0003516284,0.008549107,0.981882,0.0005453006,0.006789583],"study_design_scores_gemma":[0.0000503232,0.0002851607,0.00342544,0.00004194232,0.00002276097,0.00151927,0.001068845,0.004844176,0.008797715,0.9384038,0.04146957,0.00007098434],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8444605,0.0002167253,0.08636681,0.0002948479,0.0003626042,0.0001080337,0.0001898159,0.0003230726,0.06767762],"genre_scores_gemma":[0.9697684,0.000103316,0.01447896,0.0001013573,0.00009172461,0.00004652067,0.0001519767,0.00007525457,0.0151826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005495364,"threshold_uncertainty_score":0.01838386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03188972443159972,"score_gpt":0.3652240880953021,"score_spread":0.3333343636637024,"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."}}