{"id":"W2907298962","doi":"10.3166/ts.34.21-32","title":"A new student-teacher mentoring algorithm for online feedback using statistical signal processing","year":2017,"lang":"en","type":"article","venue":"Traitement du signal","topic":"Educational Technology and Assessment","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Algorithm; SIGNAL (programming language); Signal processing; Mathematics education; Multimedia; Psychology; Digital signal processing; Computer hardware","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003665758,0.0001958683,0.0001985833,0.00008096771,0.0007172422,0.0005065204,0.001141284,0.00007584265,0.000154516],"category_scores_gemma":[0.00001105078,0.0001879241,0.00005867655,0.00006768658,0.00007362499,0.000607766,0.0002489221,0.0001717508,0.000006239478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000151166,"about_ca_system_score_gemma":0.0003727411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003302504,"about_ca_topic_score_gemma":0.00000635892,"domain_scores_codex":[0.9983568,0.00002898616,0.0003184675,0.0004603287,0.0004209649,0.0004145036],"domain_scores_gemma":[0.9991349,0.00006190925,0.0002293087,0.0003203322,0.0001004605,0.0001530731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000938709,0.0007410484,0.001908885,0.00002549103,0.00008214226,0.00001078357,0.0005273935,0.00009494232,0.001668537,0.01859281,0.000877622,0.9754609],"study_design_scores_gemma":[0.003661226,0.0006313751,0.04340644,0.0002437947,0.0001293301,0.00003252563,0.0005590438,0.9207693,0.002924871,0.01651458,0.01029574,0.0008318235],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02096565,0.00007048911,0.9768062,0.001292651,0.0002348847,0.000360355,0.00001948171,0.0001023842,0.0001478759],"genre_scores_gemma":[0.2851366,0.000002052419,0.7137164,0.00008227739,0.0005408094,0.00003584143,0.00001626967,0.00001326512,0.000456421],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9746292,"threshold_uncertainty_score":0.7663324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05994663286930197,"score_gpt":0.3800119684007054,"score_spread":0.3200653355314034,"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."}}