{"id":"W7095032171","doi":"10.5281/zenodo.17448862","title":"Expanding Computational Capabilities of the useGalaxy.ca Science Gateway","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Cloud computing; Scope (computer science); Gateway (web page); Server; Resource (disambiguation); Path (computing); Cyberinfrastructure; The Internet","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":[0.001711389,0.0005345891,0.0004506409,0.0009927526,0.001071815,0.003127293,0.001513494,0.00066986,0.01900931],"category_scores_gemma":[0.002389447,0.0003270778,0.0005205669,0.001620986,0.0008680107,0.002269121,0.003895357,0.00177187,0.004329302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002288834,"about_ca_system_score_gemma":0.004758078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03729476,"about_ca_topic_score_gemma":0.03276904,"domain_scores_codex":[0.9990858,0.00009281842,0.00002633941,0.0001898081,0.0003403036,0.000264955],"domain_scores_gemma":[0.9978822,0.0003024845,0.0001170702,0.0006113147,0.0004248076,0.0006621567],"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":[0.002075624,0.0004231248,0.03693335,0.0003311271,0.0001179815,0.000643288,0.0008045572,0.02173374,0.03526918,0.1060964,0.6497128,0.1458589],"study_design_scores_gemma":[0.001066259,0.0002833988,0.02830257,0.0001310893,0.00008313954,0.0002913532,0.0003404942,0.1446202,0.01653127,0.03109584,0.7771025,0.0001519422],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.3777957,0.001720853,0.1118404,0.01928493,0.002051666,0.00100326,0.02794409,0.05938742,0.3989719],"genre_scores_gemma":[0.7558195,0.001608059,0.1590953,0.001941918,0.0006942787,0.0007653682,0.04225212,0.00351083,0.0343126],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03729476,"threshold_uncertainty_score":0.07415539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08922406495734474,"score_gpt":0.345886768113461,"score_spread":0.2566627031561163,"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."}}