{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009929432,0.0008712042,0.0007394566,0.001980824,0.001054256,0.004610465,0.0009449993,0.001449505,0.2599121],"category_scores_gemma":[0.003345246,0.0003081356,0.0003224024,0.001767588,0.0006932053,0.00204123,0.001254692,0.001702257,0.1920629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009155152,"about_ca_system_score_gemma":0.002013276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001769514,"about_ca_topic_score_gemma":0.002070696,"domain_scores_codex":[0.999105,0.0001064288,0.00006338257,0.000138695,0.0005329431,0.00005341798],"domain_scores_gemma":[0.9963044,0.000302408,0.0001120897,0.0004926767,0.002481909,0.0003064499],"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":[0.00004368025,0.00007860547,0.0002659132,0.000216207,0.00002492115,0.00006000853,0.00004949016,0.0007878316,0.001961878,0.01996697,0.6054614,0.3710832],"study_design_scores_gemma":[0.000008596839,0.00003410046,0.0003204558,0.00005541526,0.00001410593,0.00009248688,0.00004458924,0.001655222,0.0007209249,0.006891692,0.9901515,0.00001085245],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002784274,0.01571265,0.08619671,0.01476385,0.04845363,0.0002980167,0.001243514,0.004104257,0.8264431],"genre_scores_gemma":[0.01783944,0.008454853,0.008670097,0.001693571,0.00584178,0.0000979309,0.001621065,0.0004752643,0.9553061],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7400879,"threshold_uncertainty_score":0.8694927,"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."}}