{"id":"W7119493501","doi":"10.5281/zenodo.18174677","title":"D5.1 Sustainable platform and validation requirements definition","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"European Commission","keywords":"Deliverable; Benchmarking; Sustainability; Key (lock); Performance indicator; Sustainable development","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":[0.02274976,0.001914812,0.001219162,0.003005119,0.00219054,0.007862548,0.00343804,0.00554033,0.01704308],"category_scores_gemma":[0.03816741,0.001518058,0.001738959,0.001715164,0.002690129,0.006582658,0.006756513,0.004693369,0.01862134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00403677,"about_ca_system_score_gemma":0.009389551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00844029,"about_ca_topic_score_gemma":0.005386642,"domain_scores_codex":[0.9660429,0.009238541,0.004629615,0.0028483,0.0149521,0.002288589],"domain_scores_gemma":[0.9697555,0.009091989,0.002100063,0.005605912,0.01250149,0.0009450545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005642851,0.0005073374,0.00379641,0.005335261,0.00008863137,0.002559051,0.002910438,0.02407483,0.04967306,0.6224079,0.1319126,0.1561702],"study_design_scores_gemma":[0.00006153998,0.0001703457,0.001259101,0.001591155,0.00003880886,0.0009115865,0.0005458279,0.008281919,0.01512405,0.0435336,0.9283643,0.0001177668],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01286782,0.001558447,0.7625878,0.00580458,0.0009258423,0.007462706,0.01778869,0.007711384,0.1832928],"genre_scores_gemma":[0.1101398,0.003338774,0.7266786,0.006171835,0.0006422336,0.02019449,0.05229229,0.004703706,0.07583828],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02274976,"threshold_uncertainty_score":0.1203137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04748993759315535,"score_gpt":0.2472099353796342,"score_spread":0.1997199977864788,"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."}}