{"id":"W6931034051","doi":"10.5281/zenodo.15612689","title":"GPUHammer","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Bioinformatics and Genomic Networks","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"","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":[0.0004960208,0.00191177,0.001391174,0.001773453,0.0008276635,0.002873995,0.002053343,0.001306534,0.6237906],"category_scores_gemma":[0.001417643,0.0009821446,0.0007261667,0.001535515,0.0003637914,0.001897435,0.002056825,0.001674509,0.6065533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006319101,"about_ca_system_score_gemma":0.0007437259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002043799,"about_ca_topic_score_gemma":0.003029262,"domain_scores_codex":[0.9994608,0.00005817672,0.00002340091,0.000194137,0.0001834279,0.00008008421],"domain_scores_gemma":[0.9994155,0.00008317397,0.00002249983,0.0002345388,0.0001294592,0.0001147763],"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":[0.0001598926,0.00004831446,0.0001788992,0.0002319474,0.00002971553,0.0000481699,0.00005422059,0.001389789,0.004184436,0.01623064,0.749186,0.228258],"study_design_scores_gemma":[0.0000661794,0.00001872878,0.0001726769,0.00003622018,0.00001881849,0.00008572953,0.00001055116,0.005414722,0.005482252,0.009956606,0.9787093,0.00002826461],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.001883148,0.001437206,0.1012236,0.0006013711,0.0007977973,0.0001559001,0.03227152,0.2965827,0.5650467],"genre_scores_gemma":[0.02060235,0.001056334,0.06624275,0.0007716534,0.000302378,0.0004104148,0.05683224,0.07584586,0.777936],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.6237906,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01296883282184057,"score_gpt":0.2257366576549545,"score_spread":0.2127678248331139,"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."}}