{"id":"W4253250417","doi":"10.1109/jsyst.2021.3050684","title":"IEEE Systems Journal","year":2021,"lang":"ru","type":"article","venue":"IEEE Systems Journal","topic":"Educational Robotics and Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Deakin University; University of Manitoba; Fordham University; Syracuse University","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002607163,0.0004852183,0.0007626015,0.0003922371,0.001041305,0.006189348,0.00139645,0.0002830278,0.00005889182],"category_scores_gemma":[0.0001284661,0.0004634175,0.0004209532,0.0007801084,0.00005092787,0.001054038,0.00009145037,0.001921368,0.0004035306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007394502,"about_ca_system_score_gemma":0.002505749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005011232,"about_ca_topic_score_gemma":0.00000301586,"domain_scores_codex":[0.9944202,0.0005726439,0.001718872,0.0005077304,0.001679549,0.001101005],"domain_scores_gemma":[0.9949928,0.0002611998,0.000932053,0.0007115752,0.001963375,0.001138991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004106449,0.0001417931,0.0003340048,0.0003182981,0.0003719004,0.002118382,0.001197709,0.9434781,0.002828127,0.003702736,0.04487145,0.0006333717],"study_design_scores_gemma":[0.001504036,0.000265267,0.000923612,0.00560569,0.0001994314,0.2307414,0.001734566,0.6287282,0.0004317014,0.0004261549,0.1279831,0.001456875],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02268899,0.04259694,0.7068426,0.001459717,0.2235412,0.0001993208,0.00001397921,0.00006319259,0.002594108],"genre_scores_gemma":[0.9663956,0.001708501,0.002344209,0.000100768,0.02119185,0.000006824223,0.000001438972,0.00007016469,0.008180628],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9437066,"threshold_uncertainty_score":0.9997817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03240779673088789,"score_gpt":0.2585384808680167,"score_spread":0.2261306841371288,"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."}}