{"id":"W4390275381","doi":"","title":"The Pedagogical Anatomy of Peer-Assessment: Dissecting a peerScholar Assignment","year":2009,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Psychology; Anatomy; Computer science; Medical education; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006866975,0.0002904611,0.0006587247,0.0003153727,0.001723711,0.002696152,0.004014496,0.0001405982,0.004394238],"category_scores_gemma":[0.001125394,0.0002153666,0.0003119259,0.001225674,0.0003377167,0.002250555,0.0005693161,0.0006436951,0.000007546832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002485628,"about_ca_system_score_gemma":0.0003952235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009589377,"about_ca_topic_score_gemma":0.0001984527,"domain_scores_codex":[0.9942771,0.0007636634,0.0009690435,0.0004133843,0.002935709,0.0006410783],"domain_scores_gemma":[0.9962783,0.0009274157,0.00111556,0.0004189992,0.0009384258,0.000321326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001409275,0.0006997518,0.9085771,0.00001915187,0.0002560719,0.00002626742,0.006029999,0.00002919215,0.01340019,0.0110681,0.02853723,0.03121595],"study_design_scores_gemma":[0.0005603327,0.00003498201,0.9166068,0.0001531432,0.00009560283,0.00000152069,0.01272401,0.00002370275,0.001178515,0.009533448,0.05874114,0.0003467332],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8818355,0.005257379,0.0002949191,0.003945693,0.001054312,0.0008602418,0.00001217872,0.00005242303,0.1066874],"genre_scores_gemma":[0.9917361,0.004965173,0.00025761,0.0001668886,0.0003932799,0.0000218862,0.000004410289,0.00002069761,0.002434011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1099006,"threshold_uncertainty_score":0.9995759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3579369119647551,"score_gpt":0.6569333339152776,"score_spread":0.2989964219505226,"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."}}