{"id":"W2948125274","doi":"10.5206/cjsotl-rcacea.2019.1.8005","title":"Thinking Beyond Writing Development in Peer Review","year":2019,"lang":"en","type":"article","venue":"The Canadian Journal for the Scholarship of Teaching and Learning","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; McMaster University","funders":"","keywords":"Psychology; Process (computing); Perception; Technical peer review; Peer feedback; Medical education; Peer review; Mathematics education; Pedagogy; Computer science; Political science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"evaluation","study_design":"theoretical_or_conceptual","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"evaluation","study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.04307251,0.00005890717,0.000101758,0.00006953404,0.006228693,0.0004013142,0.0003404071,0.00003439482,0.0001497742],"category_scores_gemma":[0.004872321,0.0000383385,0.00004089075,0.00008917869,0.00005120168,0.0002495138,0.00001544172,0.002176079,0.000006408005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001597923,"about_ca_system_score_gemma":0.0006773925,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01061671,"about_ca_topic_score_gemma":0.0272332,"domain_scores_codex":[0.9978157,0.001227331,0.0002221489,0.00007706418,0.0003963324,0.0002614168],"domain_scores_gemma":[0.9985628,0.000926121,0.0001615344,0.00007666693,0.0001398942,0.0001330221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001161601,0.00001509681,0.2172273,0.0002756755,0.0001073882,0.000004095681,0.3456422,0.001112676,0.0000265473,0.08548895,0.003976267,0.3461123],"study_design_scores_gemma":[0.0001121988,0.00001264785,0.01917883,0.0008705968,0.00001971815,0.000008806905,0.02435028,0.00001108549,0.000001478414,0.001599608,0.9537595,0.0000752702],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8481688,0.01420887,0.00008409964,0.1127349,0.0009186708,0.0004972006,7.206132e-7,0.0000111918,0.02337557],"genre_scores_gemma":[0.9882153,0.0002910876,0.0008324523,0.00109613,0.000131696,0.000005253835,0.000001038921,0.000008130032,0.009418859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9497832,"threshold_uncertainty_score":0.9959717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07595281457643754,"score_gpt":0.3752848789855073,"score_spread":0.2993320644090697,"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."}}