{"id":"W6967398140","doi":"10.5281/zenodo.10886867","title":"GN5-1 D6.1 Network eAcademy","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Educational Tools and Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cybernet Systems Corporation (Canada)","funders":"European Commission","keywords":"Service (business); Digital transformation; Training (meteorology); The Internet; Key (lock); Agency (philosophy)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002275529,0.001007838,0.0008402482,0.001769376,0.001328407,0.00339455,0.001876824,0.002172752,0.4327905],"category_scores_gemma":[0.003290642,0.0003473584,0.000466709,0.001606282,0.0005010095,0.001850063,0.003889872,0.001349369,0.244056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002354102,"about_ca_system_score_gemma":0.003496078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006321343,"about_ca_topic_score_gemma":0.005612386,"domain_scores_codex":[0.9984385,0.0003873194,0.0000381518,0.00035883,0.0004212576,0.0003559211],"domain_scores_gemma":[0.9973507,0.0003089985,0.0001240368,0.0004430465,0.0009080118,0.000865312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001371561,0.0002009787,0.001997978,0.000604683,0.00003985431,0.0002402713,0.0002259223,0.00246513,0.006713164,0.05767241,0.7191135,0.2093546],"study_design_scores_gemma":[0.00009009358,0.000109931,0.0008227292,0.00007649169,0.0000105689,0.0001644143,0.0000531577,0.001983905,0.001455312,0.003632269,0.9915836,0.00001746707],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009855334,0.00233033,0.0363221,0.003115767,0.001651009,0.0005354998,0.02438566,0.02303419,0.89877],"genre_scores_gemma":[0.09126149,0.001406846,0.04317389,0.001903347,0.0005067194,0.001002528,0.0634405,0.009663383,0.7876411],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4327905,"threshold_uncertainty_score":0.8090556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09496707082866931,"score_gpt":0.3717696110568718,"score_spread":0.2768025402282025,"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."}}