{"id":"W7160655770","doi":"10.5281/zenodo.20082925","title":"D3.2 – Use Cases Definition and Evaluation Plan","year":2025,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Smart Grid Security and Resilience","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bioinformatics Solutions (Canada)","funders":"","keywords":"Deliverable; Plan (archaeology); Set (abstract data type); Scalability; Key (lock); Documentation","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":[0.05230004,0.002126893,0.001051862,0.009649607,0.002566123,0.0118904,0.004450327,0.003494911,0.0205422],"category_scores_gemma":[0.05746845,0.001347577,0.001713362,0.004670943,0.003305734,0.00558468,0.005057032,0.003565922,0.00787891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01043746,"about_ca_system_score_gemma":0.02033558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01416577,"about_ca_topic_score_gemma":0.007927655,"domain_scores_codex":[0.9387941,0.02682872,0.006239377,0.002777683,0.02213479,0.00322528],"domain_scores_gemma":[0.9567506,0.0139615,0.00261575,0.005705599,0.01938082,0.001585862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002150372,0.003790611,0.01282195,0.009520019,0.000288286,0.002254312,0.01010263,0.06440266,0.02212764,0.2874768,0.1197578,0.465307],"study_design_scores_gemma":[0.000865716,0.001946219,0.008957879,0.008150371,0.0002437562,0.001022903,0.009930651,0.04805784,0.04482098,0.05218772,0.823476,0.0003399808],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"protocol","genre_scores_codex":[0.04914993,0.001378645,0.4985881,0.005531781,0.0004680423,0.2108834,0.03800695,0.00561147,0.1903816],"genre_scores_gemma":[0.09922536,0.001208935,0.6826396,0.001435555,0.00009411498,0.1542426,0.03516314,0.0009449934,0.02504574],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.05230004,"threshold_uncertainty_score":0.2765923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07503087249898702,"score_gpt":0.2606222989449579,"score_spread":0.1855914264459709,"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."}}