{"id":"W6930925554","doi":"10.5281/zenodo.14801516","title":"ACEsuit/mace: v0.3.10","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Immune Cell Function and Interaction","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Benchmark (surveying); Compatibility (geochemistry); Disk formatting; Class (philosophy); Cache; Set (abstract data type)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002506095,0.005110746,0.00212587,0.001812509,0.0007009305,0.004636839,0.009053185,0.002612089,0.3262536],"category_scores_gemma":[0.01438292,0.002707483,0.003525787,0.001453363,0.0005862424,0.006286014,0.003310979,0.004708193,0.4423614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002079267,"about_ca_system_score_gemma":0.002227142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01484318,"about_ca_topic_score_gemma":0.01794996,"domain_scores_codex":[0.9987212,0.0002067396,0.00009652317,0.0002826091,0.0004761338,0.0002167327],"domain_scores_gemma":[0.9968477,0.0005510028,0.0001003134,0.00113755,0.00110745,0.000256083],"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":[0.0001678126,0.00003478377,0.000241181,0.000195384,0.00005499005,0.00002718401,0.000017325,0.001371816,0.0004125875,0.000748727,0.9826832,0.01404496],"study_design_scores_gemma":[0.000839939,0.0001822213,0.001501549,0.0003289396,0.0001122031,0.0002043383,0.00005310411,0.0488177,0.0114171,0.01376984,0.9225795,0.0001936309],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001200472,0.0007619248,0.04513931,0.0008260683,0.001102171,0.0002699274,0.1035382,0.8268642,0.02029785],"genre_scores_gemma":[0.02149379,0.001184564,0.07581989,0.002866026,0.0004380721,0.001466413,0.3856464,0.4400733,0.07101154],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.3262536,"threshold_uncertainty_score":0.9610174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01944711681327887,"score_gpt":0.240456979080554,"score_spread":0.2210098622672751,"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."}}