{"id":"W3002116947","doi":"10.24908/pceea.vi0.13819","title":"PEER TUTORING IN A PROJECT-BASED COURSE PART 2: THE SECOND YEAR OF IMPLEMENTATION - IMPROVEMENTS AND BENEFITS","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Educational Methods and Teacher Development","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Teamwork; TUTOR; Peer tutor; Session (web analytics); Medical education; Quality (philosophy); Psychology; Multidisciplinary approach; Computer science; Pedagogy; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001050915,0.00007849846,0.00009336761,0.0001539567,0.00005240049,0.00007220218,0.0002784076,0.00004527922,0.00001612741],"category_scores_gemma":[0.0001997665,0.00006657196,0.00002605714,0.0003889356,0.000006714942,0.0002109081,0.00003154737,0.0001063693,0.000001135504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006688423,"about_ca_system_score_gemma":0.001115292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003086859,"about_ca_topic_score_gemma":0.003426463,"domain_scores_codex":[0.9991292,0.000009879546,0.0002292257,0.0001488001,0.00031902,0.0001639216],"domain_scores_gemma":[0.9991031,0.00005917113,0.0002688615,0.00009405596,0.0004249342,0.0000499364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001287176,0.00007438427,0.9371128,0.0001996645,0.00005777827,1.111407e-8,0.006217855,0.0001117536,0.001584511,0.03996366,0.007794844,0.006881459],"study_design_scores_gemma":[0.0002759106,0.00001711633,0.9735692,0.00009378097,0.00001073514,3.702421e-7,0.0009602561,0.001254646,0.005650349,0.0002337995,0.01780627,0.0001275221],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908515,0.00005737798,0.00002887989,0.00677718,0.0009799744,0.0005431368,0.00001272561,0.00001274068,0.0007365438],"genre_scores_gemma":[0.9911652,0.000001919786,0.006889029,0.0001693121,0.00004218751,0.00007308136,0.000003741588,0.000008663733,0.001646847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03972986,"threshold_uncertainty_score":0.4666428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01538189448516503,"score_gpt":0.2646327262317084,"score_spread":0.2492508317465434,"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."}}