{"id":"W7078713792","doi":"10.5281/zenodo.16993122","title":"RI-SCALE_D3.1 – AI Systems and Models Specification and Roadmap","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hyperion Technologies (Canada)","funders":"European Commission","keywords":"Workflow; Deliverable; Cloud computing; Modular design; Implementation; Scale (ratio); Software; Architecture; Middleware (distributed applications)","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":[0.006165493,0.00210843,0.0008870807,0.002603933,0.001097478,0.00655949,0.003655278,0.002874298,0.02551902],"category_scores_gemma":[0.01017157,0.001883793,0.002281928,0.001708098,0.001169398,0.003947326,0.004070472,0.004274799,0.02893597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002478605,"about_ca_system_score_gemma":0.006370044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01344513,"about_ca_topic_score_gemma":0.008604961,"domain_scores_codex":[0.9954665,0.001017347,0.0005556844,0.0004513576,0.002125703,0.0003833634],"domain_scores_gemma":[0.9950642,0.001352245,0.0003201488,0.001355786,0.001676529,0.0002310314],"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":[0.0002179635,0.0002668602,0.002026095,0.002739358,0.0001097774,0.001032323,0.002019349,0.07552475,0.02215436,0.4997485,0.2817461,0.1124147],"study_design_scores_gemma":[0.00002390304,0.00005052047,0.000367732,0.0002807886,0.00001903657,0.0003064144,0.0002119665,0.0323276,0.008457736,0.02550522,0.93239,0.00005905958],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.004877326,0.0007321943,0.7932323,0.002010873,0.0003492603,0.001644348,0.03401487,0.03765898,0.1254798],"genre_scores_gemma":[0.04145173,0.001818732,0.7340668,0.001087539,0.0001933713,0.003713044,0.146158,0.02240116,0.04910965],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02551902,"threshold_uncertainty_score":0.08536959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03078058003895228,"score_gpt":0.2294122783415828,"score_spread":0.1986316983026305,"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."}}