{"id":"W2062936293","doi":"10.5539/ass.v8n14p91","title":"Exploring Peer Learning: Student to Student, Lecturer to Lecturer","year":2012,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Sydney; Macquarie University","keywords":"Perspective (graphical); Peer feedback; Mathematics education; Institution; Discipline; Curriculum; Pedagogy; Peer learning; Psychology; Active learning (machine learning); Sociology; Computer science; Social science","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01028947,0.0001721172,0.0001863479,0.0002592044,0.003934382,0.0006609973,0.001233057,0.00007015593,0.0003678947],"category_scores_gemma":[0.005015294,0.0001691914,0.00007428043,0.002011826,0.0003770606,0.00234882,0.0003598961,0.000427163,0.0009905457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007471213,"about_ca_system_score_gemma":0.0003540126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006507119,"about_ca_topic_score_gemma":0.0004420046,"domain_scores_codex":[0.9938326,0.0006077468,0.0002382354,0.0004713857,0.003735956,0.001114004],"domain_scores_gemma":[0.9983597,0.0001779213,0.0001360059,0.0001931364,0.0004104216,0.0007228548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009277238,0.0001576258,0.0430926,0.000001795232,0.00001519155,0.000001175721,0.8293638,0.00003327906,0.001530217,0.0330223,0.003648657,0.08912408],"study_design_scores_gemma":[0.00008280233,0.00005302163,0.4500251,0.000006405286,0.00001533951,3.961223e-7,0.05810671,2.804609e-7,0.0002539514,0.0001037896,0.4911187,0.0002335137],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4815044,0.00002439139,0.0006481642,0.05804621,0.002073681,0.000556819,7.280768e-7,0.0002058523,0.4569397],"genre_scores_gemma":[0.989881,0.000004153415,0.001065678,0.001850837,0.001866325,0.00008567951,5.45432e-7,0.00001818543,0.00522763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7712571,"threshold_uncertainty_score":0.9997873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2702954420861448,"score_gpt":0.5032227880079199,"score_spread":0.2329273459217751,"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."}}