{"id":"W6930315655","doi":"10.5281/zenodo.14012702","title":"GN5-1 Orchestration, Automation and Virtualisation Terminology","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Protein Interaction Studies and Fluorescence Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cybernet Systems Corporation (Canada)","funders":"European Commission","keywords":"Automation; Terminology; Context (archaeology); Process automation system; Virtualization","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002394079,0.0000741059,0.00006191922,0.0001056834,0.0006732016,0.000374168,0.000146373,0.00005747235,0.0008804892],"category_scores_gemma":[0.0001840226,0.00007394538,0.00003111552,0.0001423141,0.00009181281,0.00002536694,0.0002421127,0.0000815697,0.0006969062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002608972,"about_ca_system_score_gemma":0.000002795301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008018993,"about_ca_topic_score_gemma":5.189679e-7,"domain_scores_codex":[0.9992566,0.0001016064,0.000139189,0.0002779673,0.00009973066,0.0001249286],"domain_scores_gemma":[0.9995745,0.000006728173,0.00003357762,0.0001613739,0.00017807,0.00004568246],"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":[0.00006291916,0.00005712073,0.00001923596,0.00009979419,0.000197713,0.000008842373,0.001027861,0.00004475196,0.4008156,0.008497306,0.1451687,0.4440002],"study_design_scores_gemma":[0.000115187,0.0001817125,0.0005982438,0.00001615995,0.00001801101,0.00009497983,0.0002835198,0.001647145,0.007580129,0.0001701705,0.9891937,0.0001010035],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7017272,0.004251494,0.1988459,0.006559597,0.0006639793,0.00117701,0.0002960471,0.001628394,0.08485042],"genre_scores_gemma":[0.9969549,0.0004664029,0.0002112208,0.0001025478,0.000184859,1.171967e-7,0.001166024,0.0001996296,0.0007142682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.844025,"threshold_uncertainty_score":0.964074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02395038837531125,"score_gpt":0.2651042788004188,"score_spread":0.2411538904251076,"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."}}