{"id":"W4387194133","doi":"10.1109/cste59648.2023.00005","title":"Preface","year":2023,"lang":"en","type":"article","venue":"","topic":"Educational Robotics and Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Political science; Geography; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003322295,0.00001273385,0.0000109898,0.00002114049,0.00001246422,0.00002042329,0.0001279515,0.000004062125,0.000008158628],"category_scores_gemma":[0.000005742629,0.00001103855,0.000005380609,0.0001873583,0.00000100124,0.00005537683,0.00003905791,0.00001037861,0.000539502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002909351,"about_ca_system_score_gemma":0.00000783237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001516398,"about_ca_topic_score_gemma":1.979735e-7,"domain_scores_codex":[0.9998465,7.881602e-7,0.00001905842,0.0000429212,0.00003982693,0.00005091061],"domain_scores_gemma":[0.9998785,0.00001447444,0.000001778136,0.0000821953,0.000006566996,0.00001645411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[1.198937e-8,0.000002073321,0.00010992,0.00000132853,9.724989e-7,5.397511e-7,0.00008556439,0.01763067,0.0002156147,0.9675041,0.01209342,0.00235573],"study_design_scores_gemma":[0.00002533952,0.000004865058,0.02783682,0.000002097858,2.231591e-7,0.000001479125,0.00001382845,0.9240166,0.0005698502,0.01125059,0.0362152,0.00006313714],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006054259,0.000006868514,0.9555663,0.003594985,0.0003503713,0.0000127351,3.873473e-8,0.000395935,0.03401846],"genre_scores_gemma":[0.9055821,0.000005642008,0.08303254,0.0001377039,0.00003621298,0.000002874529,5.657004e-7,0.000002060122,0.01120024],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9562536,"threshold_uncertainty_score":0.6934387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01821272035335216,"score_gpt":0.2407346941704147,"score_spread":0.2225219738170625,"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."}}