{"id":"W6932225692","doi":"10.5281/zenodo.8356884","title":"slimgroup/JUDI.jl: v3.3.8","year":2023,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Algebraic structures and combinatorial models","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Field (mathematics); Work (physics); Natural (archaeology); Component (thermodynamics)","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003906932,0.0003045793,0.0003537512,0.0003466443,0.0008646421,0.0004430926,0.001270771,0.0002900428,0.02392336],"category_scores_gemma":[0.0008423307,0.000305806,0.0001220209,0.0004962384,0.0001259111,0.00007277625,0.001251274,0.0004411114,0.02043419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001476637,"about_ca_system_score_gemma":0.000004685176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004803449,"about_ca_topic_score_gemma":0.000002251676,"domain_scores_codex":[0.9978812,0.0002199847,0.0003005814,0.0005616982,0.0005671175,0.0004693586],"domain_scores_gemma":[0.9984906,0.00005932627,0.0002380204,0.0008295625,0.0002013006,0.0001812439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001089647,0.00003664495,1.418076e-7,0.00009879235,0.00008794263,0.00001281974,0.0001842319,6.435437e-7,0.000009380421,0.2324553,0.7590945,0.008008705],"study_design_scores_gemma":[0.00037616,0.00009023917,0.000007967679,0.0001206543,0.0000381828,0.00002571386,0.00008232856,0.00001486734,0.00001479189,0.0856047,0.9133252,0.0002991797],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002329232,0.0001853298,0.001136855,0.0002993044,0.001279507,0.0008756936,0.0002700632,0.02048256,0.9752378],"genre_scores_gemma":[0.02940333,0.0007109233,0.0009179377,0.0002378452,0.003766528,3.379614e-7,0.00124758,0.1966184,0.7670971],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2081407,"threshold_uncertainty_score":0.9999394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06018971950711732,"score_gpt":0.2826904189505382,"score_spread":0.2225006994434209,"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."}}