{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004502467,0.0006399491,0.0002639702,0.002046036,0.003243194,0.00743621,0.002536991,0.003695354,0.09398521],"category_scores_gemma":[0.004883888,0.0004319627,0.0003840511,0.001727217,0.001603662,0.003184298,0.00591563,0.00192912,0.06538298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006479285,"about_ca_system_score_gemma":0.01414346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01072812,"about_ca_topic_score_gemma":0.009376109,"domain_scores_codex":[0.9936478,0.001781283,0.0003824182,0.000872705,0.001440121,0.001875737],"domain_scores_gemma":[0.9962768,0.0003320203,0.0001500997,0.0003397209,0.001438404,0.001462922],"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":[0.0002851887,0.000745824,0.007339148,0.0007498013,0.0000152993,0.0004375004,0.01086637,0.002364476,0.00540276,0.4400201,0.2085251,0.3232485],"study_design_scores_gemma":[0.00003647898,0.0001532859,0.002874811,0.0002470464,0.000004226338,0.0001590487,0.004532818,0.0008645633,0.001922454,0.01377503,0.9754001,0.00002999712],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02203248,0.0004393632,0.04225791,0.009426738,0.0006221096,0.003154388,0.002352519,0.001153798,0.9185609],"genre_scores_gemma":[0.2019624,0.0005502655,0.06403449,0.005730446,0.0001816179,0.004531667,0.004266656,0.0007154762,0.718027],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09398521,"threshold_uncertainty_score":0.3144118,"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."}}