{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003555519,0.001736775,0.0009342502,0.003084627,0.001200309,0.006067694,0.003130671,0.002046284,0.01318027],"category_scores_gemma":[0.004206805,0.0006548916,0.001146427,0.003531705,0.002658168,0.004093846,0.003510227,0.003642192,0.01611297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002884312,"about_ca_system_score_gemma":0.003883369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004732417,"about_ca_topic_score_gemma":0.003098268,"domain_scores_codex":[0.9928874,0.001837782,0.001255301,0.0009858434,0.002399785,0.0006338357],"domain_scores_gemma":[0.997684,0.0004815591,0.0003142474,0.0006123476,0.0007382213,0.0001696655],"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":[0.0002278655,0.00006213197,0.0008168173,0.001888141,0.00005388722,0.0005079007,0.001634593,0.005915826,0.01159515,0.7554135,0.1219608,0.09992336],"study_design_scores_gemma":[0.000009974891,0.00003347381,0.0002358296,0.0002931229,0.00002352735,0.0006359849,0.0001249033,0.002197005,0.002314542,0.02471226,0.9693863,0.0000330116],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.008759989,0.009400928,0.7597972,0.00281387,0.004213384,0.001365738,0.009790786,0.01970549,0.1841527],"genre_scores_gemma":[0.1114003,0.01279829,0.7182814,0.004486367,0.001285802,0.002935747,0.04745119,0.01309443,0.08826642],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01318027,"threshold_uncertainty_score":0.04409236,"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."}}