{"id":"W6967545230","doi":"10.5281/zenodo.1185246","title":"What Are The Challenges?","year":2018,"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":"","funders":"","keywords":"Government (linguistics); Information system; Work (physics); Information processing; Perspective (graphical)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01657825,0.0008698659,0.00105349,0.001525018,0.008383085,0.01466372,0.002802886,0.01435189,0.05724812],"category_scores_gemma":[0.02497881,0.0005513523,0.0008509835,0.001626257,0.005902014,0.01085647,0.004953224,0.01383669,0.02173002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01409098,"about_ca_system_score_gemma":0.1009047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2816758,"about_ca_topic_score_gemma":0.4372531,"domain_scores_codex":[0.9916008,0.001337506,0.0002352024,0.0006523925,0.002744057,0.003430076],"domain_scores_gemma":[0.9379975,0.003991183,0.001041475,0.0007139644,0.02769848,0.02855746],"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":[0.00002871787,0.00003973375,0.0007722621,0.0001367925,0.00001293907,0.00006416596,0.0001790757,0.00007720798,0.00009155271,0.01265427,0.9470156,0.0389276],"study_design_scores_gemma":[0.00002374219,0.0000257987,0.002367026,0.0008194863,0.00001787754,0.0001006482,0.005114186,0.0001712424,0.0001059431,0.01280585,0.978397,0.00005136599],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0003860353,0.01123453,0.0002904097,0.9639208,0.01368167,0.00001556296,0.0001998555,0.00005510412,0.01021595],"genre_scores_gemma":[0.04345692,0.05815041,0.00483151,0.6942223,0.02269263,0.000214181,0.001241391,0.0002275677,0.1749631],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2816758,"threshold_uncertainty_score":0.5600725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05270342836062593,"score_gpt":0.2568112409871053,"score_spread":0.2041078126264794,"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."}}