{"id":"W6967588763","doi":"10.5281/zenodo.10447618","title":"D2.4 Skills4EOSC Recognition Framework first iteration","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Information Systems Education and Curriculum Development","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nautical Research Society","funders":"European Commission","keywords":"Deliverable; Task (project management); Accreditation; Work (physics); Task analysis; Key (lock)","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":[0.02218326,0.001437979,0.0008909421,0.002467857,0.001375532,0.008533258,0.003273771,0.003259447,0.03610602],"category_scores_gemma":[0.02488516,0.001248074,0.001918955,0.0009290003,0.001866078,0.004378178,0.008990411,0.003793367,0.02503458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004082019,"about_ca_system_score_gemma":0.01435534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00847526,"about_ca_topic_score_gemma":0.00675308,"domain_scores_codex":[0.9784445,0.007449095,0.001390159,0.002321369,0.008287189,0.002107767],"domain_scores_gemma":[0.9875337,0.002512648,0.0004973625,0.002836757,0.005505643,0.001113791],"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":[0.000643499,0.0006851556,0.003437247,0.00253363,0.0001193634,0.0004821727,0.004997836,0.01536679,0.0162181,0.412071,0.1487809,0.3946643],"study_design_scores_gemma":[0.00007648516,0.0001880775,0.0008856744,0.0008872621,0.00002935396,0.0002867643,0.0007096354,0.01477459,0.008762468,0.03835406,0.9349674,0.00007828604],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.003418865,0.0003306792,0.8934528,0.001566986,0.0004505285,0.002231177,0.002330353,0.01490657,0.08131199],"genre_scores_gemma":[0.04497174,0.0003017619,0.8928416,0.0010206,0.00009382901,0.003126718,0.00864736,0.004111627,0.04488491],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03610602,"threshold_uncertainty_score":0.1207867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.036846681425369,"score_gpt":0.2512910844473304,"score_spread":0.2144444030219614,"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."}}