{"id":"W6968442385","doi":"10.5281/zenodo.14680108","title":"D8.1 Training Strategy","year":2025,"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":"Canarie","funders":"","keywords":"Training (meteorology); Service (business); Natural (archaeology); Upgrade; Discipline","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006263738,0.000087746,0.00009071318,0.0002753891,0.001538316,0.001302197,0.001245223,0.00003783089,0.001957084],"category_scores_gemma":[0.0001392717,0.00009002531,0.00003041524,0.0008679145,0.00003771306,0.0005028012,0.0005763294,0.0001274236,0.004886215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001247157,"about_ca_system_score_gemma":0.0000198192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003616275,"about_ca_topic_score_gemma":6.524256e-8,"domain_scores_codex":[0.9988681,0.0001392308,0.0002673564,0.0002361226,0.000246743,0.0002424235],"domain_scores_gemma":[0.9990108,0.00001200245,0.00007831171,0.0003665913,0.00044036,0.00009193979],"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":[0.000002623995,0.00004108843,0.000001518702,0.00003047499,0.00001974708,0.00000160879,0.005604705,0.00005610168,0.0001893796,0.3307998,0.2223709,0.440882],"study_design_scores_gemma":[0.000212155,0.00002707616,0.0006295962,0.00002588934,0.000001632769,0.00003647368,0.001376421,0.001795321,0.0001676735,0.0005686937,0.9950551,0.000103994],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002047795,0.00003533659,0.3095694,0.001705134,0.0003619978,0.0002582849,0.000008207873,0.0009842745,0.6850295],"genre_scores_gemma":[0.991124,0.00001378917,0.002411121,0.0007889901,0.00006042497,1.00373e-7,0.0002262378,0.000179899,0.005195449],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9890762,"threshold_uncertainty_score":0.9997615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04553416967142172,"score_gpt":0.2659923851041526,"score_spread":0.2204582154327309,"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."}}